Association of rare recurrent genetic variations to attention-deficit, hyperactivity disorder (adhd) and methods of use thereof for the diagnosis and treatment of the same

ABSTRACT

Compositions and methods for the detection and treatment of ADHD are provided.

This application is a continuation of U.S. application Ser. No. 15/063,482 filed Mar. 7, 2016 which is a continuation of U.S. application Ser. No. 13/776,662 filed Feb. 25, 2013, which is a continuation in part of PCT/US2011/048993 filed Aug. 24, 2011 which in turn claims priority to U.S. Provisional Applications 61/376,498 and 61/466,657 filed Aug. 24, 2010 and Mar. 23, 2011 respectively, the entire contents of each being incorporated by reference as though set forth in full.

FIELD OF THE INVENTION

This invention relates to the fields of genetics and the diagnosis of attention deficit hyperactivity disorder (ADHD). More specifically, the invention provides compositions and methods useful for the diagnosis and treatment of ADHD.

BACKGROUND OF THE INVENTION

Several publications and patent documents are cited through the specification in order to describe the state of the art to which this invention pertains. Each of these citations is incorporated herein by reference as though set forth in full.

Attention Deficit Hyperactivity Disorder (ADHD) is a common neuropsychiatric disorder with heritability estimates ranging from 30 to 90% (Derks, et al. 2008; Wood, et al. 2008; Haberstic, et al. 2008). Most neurodevelopmental disorders have been resistant to the genome wide association (GWA) approach, although recent progress has been made in autism (Glessner, et al. 2009; Derks, et al. 2008; Wod, et al. 2008; Haberstic, et al. 2008; Wang, et al. 2009). GWA studies have been reported in ADHD utilizing a cohort of 958 parent-child trios recruited through the International Multicentre ADHD Genetics (IMAGE) study. Results of these studies did not report any association at genome-wide significance level (Franke, et al. 2009; Neale, et al. 2008). Using quantitative measures of ADHD, Lasky-Su and colleagues recently reported nominal evidence from a PBAT analysis of tagging SNPs located at CDH13 (rs6565113) and GFOD1 (rs552655) (Lasky-Su, et al. 2008). A SNP in strong linkage disequilibrium with rs6565113 impacting CDH13 was also reported in a GWA study of an independent sample of ADHD adults (Lesch, et al. 2008). The applicants reported previously on copy number variation (CNV) loci observed in the first 335 ADHD cases we recruited (Elia, et al. 2009). While none of the CNV loci detected in that study met criteria for significance, it is noteworthy that one family was observed to have a GRM5 deletion impacting all three affected children, inherited from their affected father. A GRM7 deletion in one family with ADHD was additionally detected (Elia, et al. 2009). CNVs of metabotropic glutamate receptors (mGuR) in addition to the discovery of the NK3 gene in ADHD have suggested new therapeutic approaches to the treatment of ADHD.

The development of improved accurate diagnostic tests for this disorder based on associated genetic alterations is highly desirable. Such tests would facilitate conclusive diagnosis and provide avenues for the development of therapeutic agents having efficacy for the treatment of ADHD.

SUMMARY OF THE INVENTION

In accordance with the present invention, methods are provided for the diagnosis and treatment of ADHD. An exemplary method entails detecting the presence of at least one CNV in a target polynucleotide wherein if said CNV(s) is/are present, said patient has an increased risk for developing ADHD.

In one aspect of the present invention, a method for detecting a propensity for developing attention deficit hyperactivity disorder (ADHD) in a patient in need thereof is provided. An exemplary method entails detecting the presence of at least 1, 2, 3, 4, 5, 6, 10, 20, 30 or all of the SNP containing nucleic acid in a target polynucleotide, said SNP being informative of the presence of an ADHD associated copy number variation (CNV), wherein if said SNP is present, said patient has an increased risk for developing ADHD, wherein said SNP containing nucleic acid is provided in Table 13.

In another embodiment of the invention a method for identifying agents which alter neuronal signaling and/or morphology is provided. Such a method comprises providing cells expressing at least one nucleic acid comprising the ADHD associated CNVs of the invention, (step a); providing cells which express the cognate wild type sequences which lack the CNV (step b); contacting the cells from each sample with a test agent and analyzing whether said agent alters neuronal signaling and/or morphology of cells of step a) relative to those of step b), thereby identifying agents which alter neuronal signaling and morphology. In a preferred embodiment the test agent modulates metabotropic glutamate receptor (mGuR) gene activity. In another embodiment the test agent is selected from a group consisting of an mGluR positive allosteric modulators (PAM) (e.g., mGluR5 PAM, mGluR7 PAM), an mGluR negative allosteric modulator (NAM) (e.g., mGluR2/3 NAM), and a tachykinin-3/neurokinin-3 receptor (TAC3/NK3R) antagonist. In another embodiment, the test agent is selected from the group consisting of ADX63365, ADX50938, ADX71149, ADX48621, AMN082, 1-(hetero)aryl-3-amino-pyrrolidine derivatives (e.g. those provided in U.S. Patent Application Publication No. 2008/0300266), LY341495, GSK1144814, and SB223412. Methods of treating ADHD patients via administration of test agents identified using the methods described herein in patients in need thereof are also encompassed by the present invention. The invention also provides at least one isolated ADHD related SNP-containing nucleic acid selected from the group listed in Table 13. In one embodiment, a multiplex SNP panel containing all of the informative SNPs from Table 13 is provided. Such SNP containing nucleic acids which indicate the presence of ADHD associated CNV(s) may optionally be contained in a suitable expression vector for expression in neuronal cells. Alternatively, they may be immobilized on a solid support. In yet another alternative, the panel may be provided in silico.

According to yet another aspect of the present invention, there is provided a method of treating ADHD in a patient determined to have at least one prescribed single nucleotide polymorphism indicative of the presence of an ADHD-associated copy number variation, as described herein below, by administering to the patient a therapeutically effective amount of at least one member of the piracetam family of nootropic agents. This method provides a test and treat paradigm, whereby a patient's genetic profile is used to personalize treatment with therapeutics targeted towards specific neurophysiological defects found in individuals exhibiting ADHD. Such a test and treat model may benefit up to 50% of patients with ADHD with greater efficacy and fewer side effects than non-personalized treatment. Thus, any of the patients exhibiting an alteration in glutaminergic signaling can be tested for the presence of such a genetic alteration and then treated with the appropriate pharmaceutical such as the agents listed above.

BRIEF DESCRIPTION OF THE DRAWINGS

FIGS. 1A-B. A graphical distribution of CNV calls per individual cases (1A) compared to controls (1B).

FIG. 2. A graphical display of the Normalized SNP Level Perlegen 600K Data. The X axis shows base pair position in Megabases on chromosome 11. Raw SNP Level Data Showing GRM5 Deletion in five samples from IMAGE Perlegen 600K Data Normalized by Adapted PennCNV-Affy Protocol. Genotype data termed B-allele frequency (BAF) and intensity data termed Log R Ratio (LRR) plotted.

FIGS. 3A-F. Graphs of the full SNP-Level data: 3A-C) Normalized Perlegen 600K data, 3D-E) Normalized Illumina 1M PUWMa data, and 3F) Normalized Affymetrix 5.0 IMAGE II data.

FIG. 4. A graphical display of the IMAGE Perlegen 600K Independent Validation data. Fluorescent probe-based qPCR assays using Roche Universal probe were designed to validate every candidate CNV with a completely independent test (11 of the 14 IMAGE samples with replicating CNV calls for the loci reported were available for validation and all validated in comparison with control pairs; the other 3 loci were visually validated). Error bars denote the standard deviation of quadruplicate runs. Del, deletion; Dup,duplication.

FIG. 5. An illustration of the Eigenstrat Principle Components Analysis. Cases and Controls were simultaneously analyzed to minimize population substructure in case control CNV association. Samples deviating from the Caucasian cluster shown were removed. The genomic inflation factor (GIF) within Plink was at an acceptable level (GIF=1.02409). We also checked pairwise population concordance to check for and filter out cryptic relatedness which could give rise to rare CNVs specific to ultra-stratified subpopulations of Europe.

FIGS. 6A-B. An example of the SNP-based statistics applied and the resulting highest significance region Called. Examples from chr 3 are shown: 6A) 1,327,963-2,376,095 and 6B) 1,847,000-1,862,261. Complex CNV overlap is simplified by producing SNP-based statistics. As seen in plots for cases deleted and controls deleted, each SNP has a specific number of CNVs. The cases and controls are compared with a Fisher's exact test and the negative log p value is shown in the third plot. Regions of significance ranging within a power of ten are reported and the region of highest significance (local minimum p-value) within 1 MB is reported. The IMAGE cases deleted plot shows only one case sample #11939 since the remaining regions 3′ are parents.

FIG. 7. CHOP Illumina Human Hap550 Independent Validation using qPCR. Fluorescent probe-based qPCR assays using Roche Universal probe were designed to validate every candidate CNV with a completely independent test (representative series shown for each locus in case and control pairs). Error bars denote the standard deviation of quadruplicate runs. Del, deletion; Dup,duplication.

FIG. 8. Examples of CNV observance based on B-allele frequency (BAF) and Log R Ratio (LRR).

FIG. 9. An illustration of the deletion directly impacting GRM5, exclusive to ADHD cases and replicated in IMAGE and PUWMa. Four CHOP ADHD case hemizygous deletions in GRM5 replicated by 2 deletions and 3 larger deletions found in IMAGE and 1 PUWMa deletion. SNP coverage of the Illumina 550k, Perlegen 600k, Illumina 1M, and Affymetrix 5.0 arrays are shown as vertical lines.

FIG. 10. A display of GRM receptor gene interaction networks impacted in ADHD. GRM receptor genes are shown as large diamond-shaped nodes while other interacting genes within 2 degrees if interaction are shown as smaller circular nodes. Nodes are shaded to represent enrichment of CNVs: dark shading are deletions enriched in cases, light shading are deletions enriched in controls, dark shading are duplications enriched in cases, light shading are duplications enriched in controls, and grey are diploid and devoid of CNVs. Thick dashed lines highlight edges connected to at least one GRM gene while grey thin dotted lines represent all other gene interactions. Highly connected modules enriched for significant functional annotations are highlighted by shaded ellipses.

FIG. 11. A schematic overview showing the interaction of GRM receptors impacted in ADHD with modules of genes enriched for functional significance. GRM receptor genes are shown as diamonds with different shading to represent duplications and deletions respectively enriched in cases. Boxes highlight functional modules defined by the network of interacting genes that are significantly enriched for GO annotations. Functional modules describe significant functional annotations and are labeled with the cluster name and the number of component genes in parenthesis. Functional annotations that may be particularly pertinent to ADHD underlying pathophysiology are bolded. Edges of the network connect GRM receptor genes to functional modules: solid lines indicate membership of the GRM interacting gene in the functional module, and dotted lines indicate a first-degree relationship between GRM receptor genes and at least one component gene of a functional module.

FIG. 12. A CNV peninsula false positive association example. An example from chr 2 is shown (location 51,777,616-51,784,033). All significant CNVRs are reviewed for CNV peninsulas indicating uncertainty in boundary truncation.

DETAILED DESCRIPTION OF THE INVENTION

Attention-Deficit, Hyperactivity Disorder (ADHD) is a common, heritable neuropsychiatric disorder of unknown etiology. Recently, we reported an enrichment of rare variants in genes involved in learning, behavior, synaptic transmission and central nervous system development in autism¹, suggesting that rare inherited structural variants could also play a role in the etiology of ADHD, a related neuropsychiatric disorder.

To follow up on those studies, we performed a whole-genome CNV study in a cohort of 1,013 ADHD cases and 4,105 healthy children of European ancestry who were genotyped with 550,000 SNP markers. Positive findings were evaluated in multiple independent cohorts, totaling 2,493 ADHD cases and 9,222 controls of European ancestry, with respective case-control cohorts genotyped on matched platforms.

Our results identified several CNVs impacting metabotropic glutamate receptor genes which were significantly enriched across all independent cohorts (P=2.1×10⁻⁹). Among them, deletions in GRM5 (glutamate receptor, metabotropic 5) occurred in ten cases across three independent cohorts and in only one control subject (P=1.36×10⁻⁶). In addition, deletions in GRM7 occurred in six cases and GRM8 in eight cases, both with a control frequency of zero. GRM1 was duplicated in eight cases, a frequency notably enriched above controls. Observed variants were experimentally validated using quantitative PCR. Subsequent gene network analysis demonstrated that genes interacting with GRM receptors are significantly enriched for CNVs in cases compared to controls (P=4.38×10⁻¹⁰), collectively impacting ˜10% of ADHD cases in this study. Furthermore, we found that GRMs serve as critical hubs that coordinate highly connected modules of interacting genes, many of which harbor CNVs and are enriched for synaptic and neuronal biological functions.

The following definitions are provided to facilitate an understanding of the present invention.

I. Definitions

For purposes of the present invention, “a” or “an” entity refers to one or more of that entity; for example, “a cDNA” refers to one or more cDNA or at least one cDNA. As such, the terms “a” or “an,” “one or more” and “at least one” can be used interchangeably herein. It is also noted that the terms “comprising,” “including,” and “having” can be used interchangeably. Furthermore, a compound “selected from the group consisting of” refers to one or more of the compounds in the list that follows, including mixtures (i.e. combinations) of two or more of the compounds. According to the present invention, an isolated, or biologically pure molecule is a compound that has been removed from its natural milieu. As such, “isolated” and “biologically pure” do not necessarily reflect the extent to which the compound has been purified. An isolated compound of the present invention can be obtained from its natural source, can be produced using laboratory synthetic techniques or can be produced by any such chemical synthetic route.

The term “genetic alteration” as used herein refers to a change from the wild-type or reference sequence of one or more nucleic acid molecules. Genetic alterations include without limitation, base pair substitutions, additions and deletions of at least one nucleotide from a nucleic acid molecule of known sequence.

A “single nucleotide polymorphism (SNP)” refers to a change in which a single base in the DNA differs from the usual base at that position. These single base changes are called SNPs or “snips.” Millions of SNP's have been cataloged in the human genome. Some SNPs such as that which causes sickle cell are responsible for disease. Other SNPs are normal variations in the genome.

A “copy number variation (CNV)” refers to the number of copies of a particular gene or segment thereof in the genome of an individual. CNVs represent a major genetic component of human phenotypic diversity. Susceptibility to genetic disorders is known to be associated not only with single nucleotide polymorphisms (SNP), but also with structural and other genetic variations, including CNVs. A CNV represents a copy number change involving a DNA fragment that is ˜1 kilobases (kb) or larger (Feuk et al. 2006a). CNVs described herein do not include those variants that arise from the insertion/deletion of transposable elements (e.g., ˜6-kb KpnI repeats) to minimize the complexity of future CNV analyses. The term CNV therefore encompasses previously introduced terms such as large-scale copy number variants (LCVs; Iafrate et al. 2004), copy number polymorphisms (CNPs; Sebat et al. 2004), and intermediate-sized variants (ISVs; Tuzun et al. 2005), but not retroposon insertions. The terminology “duplication-containing CNV” is also used herein below consistent with the CNV definition provided.

“ADHD-associated SNP” or “ADHD-associated specific marker” or ADHD-associated informational sequence molecule” is a SNP or marker sequence which is associated with an increased or decreased risk of developing ADHD not found normal patients who do not have this disease. Such markers may include but are not limited to nucleic acids, proteins encoded thereby, or other small molecules. Thus, the phrase “ADHD-associated SNP containing nucleic acid” is encompassed by the above description.

The term “solid matrix” as used herein refers to any format, such as beads, microparticles, a microarray, the surface of a microtitration well or a test tube, a dipstick or a filter. The material of the matrix may be polystyrene, cellulose, latex, nitrocellulose, nylon, polyacrylamide, dextran or agarose.

The phrase “consisting essentially of” when referring to a particular nucleotide or amino acid means a sequence having the properties of a given SEQ ID NO:. For example, when used in reference to an amino acid sequence, the phrase includes the sequence per se and molecular modifications that would not affect the functional and novel characteristics of the sequence.

The phrase “partial informative CNV” is used herein to refer to a nucleic acid that hybridizes to sequences comprising a duplication on a chromosome however, the partial informative CNV may not be identical to the duplication, rather, the CNV may correspond to only a portion of the duplication, but yet is still informative for the same.

“Target nucleic acid” as used herein refers to a previously defined region of a nucleic acid present in a complex nucleic acid mixture wherein the defined wild-type region contains at least one known nucleotide variation which may or may not be associated with ADHD but is informative of the risk of ADHD. The nucleic acid molecule may be isolated from a natural source by cDNA cloning or subtractive hybridization or synthesized manually. The nucleic acid molecule may be synthesized manually by the triester synthetic method or by using an automated DNA synthesizer.

With regard to nucleic acids used in the invention, the term “isolated nucleic acid” is sometimes employed. This term, when applied to DNA, refers to a DNA molecule that is separated from sequences with which it is immediately contiguous (in the 5′ and 3′ directions) in the naturally occurring genome of the organism from which it was derived. For example, the “isolated nucleic acid” may comprise a DNA molecule inserted into a vector, such as a plasmid or virus vector, or integrated into the genomic DNA of a prokaryote or eukaryote. An “isolated nucleic acid molecule” may also comprise a cDNA molecule. An isolated nucleic acid molecule inserted into a vector is also sometimes referred to herein as a recombinant nucleic acid molecule.

With respect to RNA molecules, the term “isolated nucleic acid” primarily refers to an RNA molecule encoded by an isolated DNA molecule as defined above. Alternatively, the term may refer to an RNA molecule that has been sufficiently separated from RNA molecules with which it would be associated in its natural state (i.e., in cells or tissues), such that it exists in a “substantially pure” form.

By the use of the term “enriched” in reference to nucleic acid it is meant that the specific DNA or RNA sequence constitutes a significantly higher fraction (2-5 fold) of the total DNA or RNA present in the cells or solution of interest than in normal cells or in the cells from which the sequence was taken. This could be caused by a person by preferential reduction in the amount of other DNA or RNA present, or by a preferential increase in the amount of the specific DNA or RNA sequence, or by a combination of the two. However, it should be noted that “enriched” does not imply that there are no other DNA or RNA sequences present, just that the relative amount of the sequence of interest has been significantly increased.

It is also advantageous for some purposes that a nucleotide sequence be in purified form. The term “purified” in reference to nucleic acid does not require absolute purity (such as a homogeneous preparation); instead, it represents an indication that the sequence is relatively purer than in the natural environment (compared to the natural level, this level should be at least 2-5 fold greater, e.g., in terms of mg/ml). Individual clones isolated from a cDNA library may be purified to electrophoretic homogeneity. The claimed DNA molecules obtained from these clones can be obtained directly from total DNA or from total RNA. The cDNA clones are not naturally occurring, but rather are preferably obtained via manipulation of a partially purified naturally occurring substance (messenger RNA). The construction of a cDNA library from mRNA involves the creation of a synthetic substance (cDNA) and pure individual cDNA clones can be isolated from the synthetic library by clonal selection of the cells carrying the cDNA library. Thus, the process which includes the construction of a cDNA library from mRNA and isolation of distinct cDNA clones yields an approximately 10⁻⁶-fold purification of the native message. Thus, purification of at least one order of magnitude, preferably two or three orders, and more preferably four or five orders of magnitude is expressly contemplated. Thus the term “substantially pure” refers to a preparation comprising at least 50-60% by weight the compound of interest (e.g., nucleic acid, oligonucleotide, etc.). More preferably, the preparation comprises at least 75% by weight, and most preferably 90-99% by weight, the compound of interest. Purity is measured by methods appropriate for the compound of interest.

The term “complementary” describes two nucleotides that can form multiple favorable interactions with one another. For example, adenine is complementary to thymine as they can form two hydrogen bonds. Similarly, guanine and cytosine are complementary since they can form three hydrogen bonds. Thus if a nucleic acid sequence contains the following sequence of bases, thymine, adenine, guanine and cytosine, a “complement” of this nucleic acid molecule would be a molecule containing adenine in the place of thymine, thymine in the place of adenine, cytosine in the place of guanine, and guanine in the place of cytosine. Because the complement can contain a nucleic acid sequence that forms optimal interactions with the parent nucleic acid molecule, such a complement can bind with high affinity to its parent molecule.

With respect to single stranded nucleic acids, particularly oligonucleotides, the term “specifically hybridizing” refers to the association between two single-stranded nucleotide molecules of sufficiently complementary sequence to permit such hybridization under pre-determined conditions generally used in the art (sometimes termed “substantially complementary”). In particular, the term refers to hybridization of an oligonucleotide with a substantially complementary sequence contained within a single-stranded DNA or RNA molecule of the invention, to the substantial exclusion of hybridization of the oligonucleotide with single-stranded nucleic acids of non-complementary sequence. For example, specific hybridization can refer to a sequence which hybridizes to any ADHD specific marker gene or nucleic acid, but does not hybridize to other nucleotides. Also polynucleotide which “specifically hybridizes” may hybridize only to a neurospecific specific marker, such as an ADHD-specific marker shown in the Tables contained herein. Appropriate conditions enabling specific hybridization of single stranded nucleic acid molecules of varying complementarity are well known in the art.

For instance, one common formula for calculating the stringency conditions required to achieve hybridization between nucleic acid molecules of a specified sequence homology is set forth below (Sambrook et al., Molecular Cloning, Cold Spring Harbor Laboratory (1989):

T_(m)=81.5° C.+16.6 Log [Na+]+0.41(% G+C)−0.63(% formamide)−600/#bp in duplex

As an illustration of the above formula, using [Na+]=[0.368] and 50% formamide, with GC content of 42% and an average probe size of 200 bases, the T_(m) is 57° C. The T_(m) of a DNA duplex decreases by 1-1.5° C. with every 1% decrease in homology. Thus, targets with greater than about 75% sequence identity would be observed using a hybridization temperature of 42° C.

The stringency of the hybridization and wash depend primarily on the salt concentration and temperature of the solutions. In general, to maximize the rate of annealing of the probe with its target, the hybridization is usually carried out at salt and temperature conditions that are 20-25° C. below the calculated T_(m) of the hybrid. Wash conditions should be as stringent as possible for the degree of identity of the probe for the target. In general, wash conditions are selected to be approximately 12-20° C. below the T_(m) of the hybrid. In regards to the nucleic acids of the current invention, a moderate stringency hybridization is defined as hybridization in 6×SSC, 5×Denhardt's solution, 0.5% SDS and 100 μg/ml denatured salmon sperm DNA at 42° C., and washed in 2×SSC and 0.5% SDS at 55° C. for 15 minutes. A high stringency hybridization is defined as hybridization in 6×SSC, 5×Denhardt's solution, 0.5% SDS and 100 μg/ml denatured salmon sperm DNA at 42° C., and washed in 1×SSC and 0.5% SDS at 65° C. for 15 minutes. A very high stringency hybridization is defined as hybridization in 6×SSC, 5×Denhardt's solution, 0.5% SDS and 100 μg/ml denatured salmon sperm DNA at 42° C., and washed in 0.1×SSC and 0.5% SDS at 65° C. for 15 minutes.

The term “oligonucleotide,” as used herein is defined as a nucleic acid molecule comprised of two or more ribo- or deoxyribonucleotides, preferably more than three. The exact size of the oligonucleotide will depend on various factors and on the particular application and use of the oligonucleotide. Oligonucleotides, which include probes and primers, can be any length from 3 nucleotides to the full length of the nucleic acid molecule, and explicitly include every possible number of contiguous nucleic acids from 3 through the full length of the polynucleotide. Preferably, oligonucleotides are at least about 10 nucleotides in length, more preferably at least 15 nucleotides in length, more preferably at least about 20 nucleotides in length.

The term “probe” as used herein refers to an oligonucleotide, polynucleotide or nucleic acid, either RNA or DNA, whether occurring naturally as in a purified restriction enzyme digest or produced synthetically, which is capable of annealing with or specifically hybridizing to a nucleic acid with sequences complementary to the probe. A probe may be either single-stranded or double-stranded. The exact length of the probe will depend upon many factors, including temperature, source of probe and use of the method. For example, for diagnostic applications, depending on the complexity of the target sequence, the oligonucleotide probe typically contains 15-25 or more nucleotides, although it may contain fewer nucleotides. The probes herein are selected to be complementary to different strands of a particular target nucleic acid sequence. This means that the probes must be sufficiently complementary so as to be able to “specifically hybridize” or anneal with their respective target strands under a set of pre-determined conditions. Therefore, the probe sequence need not reflect the exact complementary sequence of the target. For example, a non-complementary nucleotide fragment may be attached to the 5′ or 3′ end of the probe, with the remainder of the probe sequence being complementary to the target strand. Alternatively, non-complementary bases or longer sequences can be interspersed into the probe, provided that the probe sequence has sufficient complementarity with the sequence of the target nucleic acid to anneal therewith specifically.

The term “primer” as used herein refers to an oligonucleotide, either RNA or DNA, either single-stranded or double-stranded, either derived from a biological system, generated by restriction enzyme digestion, or produced synthetically which, when placed in the proper environment, is able to functionally act as an initiator of template-dependent nucleic acid synthesis. When presented with an appropriate nucleic acid template, suitable nucleoside triphosphate precursors of nucleic acids, a polymerase enzyme, suitable cofactors and conditions such as a suitable temperature and pH, the primer may be extended at its 3′ terminus by the addition of nucleotides by the action of a polymerase or similar activity to yield a primer extension product. The primer may vary in length depending on the particular conditions and requirement of the application. For example, in diagnostic applications, the oligonucleotide primer is typically 15-25 or more nucleotides in length. The primer must be of sufficient complementarity to the desired template to prime the synthesis of the desired extension product, that is, to be able anneal with the desired template strand in a manner sufficient to provide the 3′ hydroxyl moiety of the primer in appropriate juxtaposition for use in the initiation of synthesis by a polymerase or similar enzyme. It is not required that the primer sequence represent an exact complement of the desired template. For example, a non-complementary nucleotide sequence may be attached to the 5′ end of an otherwise complementary primer. Alternatively, non-complementary bases may be interspersed within the oligonucleotide primer sequence, provided that the primer sequence has sufficient complementarity with the sequence of the desired template strand to functionally provide a template-primer complex for the synthesis of the extension product.

Polymerase chain reaction (PCR) has been described in U.S. Pat. Nos. 4,683,195, 4,800,195, and 4,965,188, the entire disclosures of which are incorporated by reference herein.

The term “vector” relates to a single or double stranded circular nucleic acid molecule that can be infected, transfected or transformed into cells and replicate independently or within the host cell genome. A circular double stranded nucleic acid molecule can be cut and thereby linearized upon treatment with restriction enzymes. An assortment of vectors, restriction enzymes, and the knowledge of the nucleotide sequences that are targeted by restriction enzymes are readily available to those skilled in the art, and include any replicon, such as a plasmid, cosmid, bacmid, phage or virus, to which another genetic sequence or element (either DNA or RNA) may be attached so as to bring about the replication of the attached sequence or element. A nucleic acid molecule of the invention can be inserted into a vector by cutting the vector with restriction enzymes and ligating the two pieces together.

Many techniques are available to those skilled in the art to facilitate transformation, transfection, or transduction of the expression construct into a prokaryotic or eukaryotic organism. The terms “transformation”, “transfection”, and “transduction” refer to methods of inserting a nucleic acid and/or expression construct into a cell or host organism. These methods involve a variety of techniques, such as treating the cells with high concentrations of salt, an electric field, or detergent, to render the host cell outer membrane or wall permeable to nucleic acid molecules of interest, microinjection, PEG-fusion, and the like.

The term “promoter element” describes a nucleotide sequence that is incorporated into a vector that, once inside an appropriate cell, can facilitate transcription factor and/or polymerase binding and subsequent transcription of portions of the vector DNA into mRNA. In one embodiment, the promoter element of the present invention precedes the 5′ end of the ADHD specific marker nucleic acid molecule such that the latter is transcribed into mRNA. Host cell machinery then translates mRNA into a polypeptide.

Those skilled in the art will recognize that a nucleic acid vector can contain nucleic acid elements other than the promoter element and the ADHD specific marker nucleic acid molecule. These other nucleic acid elements include, but are not limited to, origins of replication, ribosomal binding sites, nucleic acid sequences encoding drug resistance enzymes or amino acid metabolic enzymes, and nucleic acid sequences encoding secretion signals, localization signals, or signals useful for polypeptide purification.

A “replicon” is any genetic element, for example, a plasmid, cosmid, bacmid, plastid, phage or virus, that is capable of replication largely under its own control. A replicon may be either RNA or DNA and may be single or double stranded.

An “expression operon” refers to a nucleic acid segment that may possess transcriptional and translational control sequences, such as promoters, enhancers, translational start signals (e.g., ATG or AUG codons), polyadenylation signals, terminators, and the like, and which facilitate the expression of a polypeptide coding sequence in a host cell or organism.

As used herein, the terms “reporter,” “reporter system”, “reporter gene,” or “reporter gene product” shall mean an operative genetic system in which a nucleic acid comprises a gene that encodes a product that when expressed produces a reporter signal that is a readily measurable, e.g., by biological assay, immunoassay, radio immunoassay, or by colorimetric, fluorogenic, chemiluminescent or other methods. The nucleic acid may be either RNA or DNA, linear or circular, single or double stranded, antisense or sense polarity, and is operatively linked to the necessary control elements for the expression of the reporter gene product. The required control elements will vary according to the nature of the reporter system and whether the reporter gene is in the form of DNA or RNA, but may include, but not be limited to, such elements as promoters, enhancers, translational control sequences, poly A addition signals, transcriptional termination signals and the like.

The introduced nucleic acid may or may not be integrated (covalently linked) into nucleic acid of the recipient cell or organism. In bacterial, yeast, plant and mammalian cells, for example, the introduced nucleic acid may be maintained as an episomal element or independent replicon such as a plasmid. Alternatively, the introduced nucleic acid may become integrated into the nucleic acid of the recipient cell or organism and be stably maintained in that cell or organism and further passed on or inherited to progeny cells or organisms of the recipient cell or organism. Finally, the introduced nucleic acid may exist in the recipient cell or host organism only transiently.

The term “selectable marker gene” refers to a gene that when expressed confers a selectable phenotype, such as antibiotic resistance, on a transformed cell.

The term “operably linked” means that the regulatory sequences necessary for expression of the coding sequence are placed in the DNA molecule in the appropriate positions relative to the coding sequence so as to effect expression of the coding sequence. This same definition is sometimes applied to the arrangement of transcription units and other transcription control elements (e.g. enhancers) in an expression vector.

The terms “recombinant organism”, or “transgenic organism” refer to organisms which have a new combination of genes or nucleic acid molecules. A new combination of genes or nucleic acid molecules can be introduced into an organism using a wide array of nucleic acid manipulation techniques available to those skilled in the art. The term “organism” relates to any living being comprised of a least one cell. An organism can be as simple as one eukaryotic cell or as complex as a mammal. Therefore, the phrase “a recombinant organism” encompasses a recombinant cell, as well as eukaryotic and prokaryotic organism.

The term “isolated protein” or “isolated and purified protein” is sometimes used herein. This term refers primarily to a protein produced by expression of an isolated nucleic acid molecule of the invention. Alternatively, this term may refer to a protein that has been sufficiently separated from other proteins with which it would naturally be associated, so as to exist in “substantially pure” form. “Isolated” is not meant to exclude artificial or synthetic mixtures with other compounds or materials, or the presence of impurities that do not interfere with the fundamental activity, and that may be present, for example, due to incomplete purification, addition of stabilizers, or compounding into, for example, immunogenic preparations or pharmaceutically acceptable preparations.

A “specific binding pair” comprises a specific binding member (sbm) and a binding partner (bp) which have a particular specificity for each other and which in normal conditions bind to each other in preference to other molecules. Examples of specific binding pairs are antigens and antibodies, ligands and receptors and complementary nucleotide sequences. The skilled person is aware of many other examples. Further, the term “specific binding pair” is also applicable where either or both of the specific binding member and the binding partner comprise a part of a large molecule. In embodiments in which the specific binding pair comprises nucleic acid sequences, they will be of a length to hybridize to each other under conditions of the assay, preferably greater than 10 nucleotides long, more preferably greater than 15 or 20 nucleotides long.

“Sample” or “patient sample” or “biological sample” generally refers to a sample which may be tested for a particular molecule, preferably an ADHD specific marker molecule, such as a marker described hereinbelow. Samples may include but are not limited to cells, body fluids, including blood, serum, plasma, cerebral spinal fluid, urine, saliva, tears, pleural fluid and the like.

The terms “agent” and “compound” are used interchangeably herein and denote a chemical compound, a mixture of chemical compounds, a biological macromolecule, or an extract made from biological materials such as bacteria, plants, fungi, or animal (particularly mammalian) cells or tissues. Biological macromolecules include siRNA, shRNA, antisense oligonucleotides, peptides, peptide/DNA complexes, and any nucleic acid based molecule which exhibits the capacity to modulate the activity of the CNV or SNP-containing nucleic acids described herein or their encoded proteins. Agents and compounds may also be referred to as “test agents” or “test compounds” which are evaluated for potential biological activity by inclusion in screening assays described herein below.

The term “modulate” as used herein refers to increasing/promoting or decreasing/inhibiting a particular cellular, biological or signaling function associated with the normal activities of the CNV containing molecules described herein or the proteins encoded thereby. For example, the term modulate refers to the ability of a test compound or test agent to interfere with signaling or activity of a gene or protein of the present invention.

II. Methods of Using ADHD-Associated CNVs and/or SNPs for Diagnosing a Propensity for the Development of ADHD

The present invention provides methods of diagnosing ADHD in a patient or methods for identifying a patient having an increased risk of developing ADHD. Diagnosis, as used herein, includes not only the initial identification of ADHD associated with the genetic alterations described herein in a patient but confirmatory testing, or screening in patients who have previously been identified as having or likely to have ADHD. The methods include the steps of providing a biological sample from the patient, measuring the amount of particular sets, or any all of the ADHD associated markers (Table 13) present in the biological sample, preferably a tissue and/or blood plasma sample, and determining if the patient has a greater likelihood of ADHD based on the amount and/or type of ADHD marker expression level determined relative to those expression levels identified in patient cohorts of known outcome. A patient has a greater likelihood of having ADHD when the sample has a CNV marker expression profile associated with patients previously diagnosed with ADHD. The compositions and methods of the invention are useful for the prognosis and diagnosis and management of ADHD

In another aspect, the patient sample may have been previously genotyped and thus the genetic expression profile in the sample may be available to the clinician. Accordingly, the method may entail storing reference ADHD associated marker sequence information in a database, i.e., those CNVs statistically associated with a more favorable or less favorable prognosis as described in the tables herein, and performance of comparative genetic analysis on the computer, thereby identifying those patients having increased risk ADHD.

ADHD-related CNV or SNP-containing nucleic acids, including but not limited to those listed below may be used for a variety of purposes in accordance with the present invention. ADHD-associated CNV or SNP-containing DNA, RNA, or fragments thereof may be used as probes to detect the presence of and/or expression of ADHD specific markers. Methods in which ADHD specific marker nucleic acids may be utilized as probes for such assays include, but are not limited to: (1) in situ hybridization; (2) Southern hybridization (3) northern hybridization; and (4) assorted amplification reactions such as polymerase chain reactions (PCR).

Further, assays for detecting ADHD-associated CNVs or SNPs may be conducted on any type of biological sample, including but not limited to body fluids (including blood, urine, serum, gastric lavage, cerebral spinal fluid), any type of cell (such as brain cells, white blood cells, mononuclear cells, fetal cells in maternal circulation) or body tissue.

Clearly, ADHD-associated CNV or SNP-containing nucleic acids, vectors expressing the same, ADHD CNV or SNP-containing marker proteins and anti-ADHD specific marker antibodies of the invention can be used to detect ADHD associated CNVs or SNPs in body tissue, cells, or fluid, and alter ADHD CNV or SNP-containing marker protein expression for purposes of assessing the genetic and protein interactions involved in the development of ADHD.

In most embodiments for screening for ADHD-associated CNVs or SNPs, the ADHD-associated CNV or SNP-containing nucleic acid in the sample will initially be amplified, e.g. using PCR, to increase the amount of the templates as compared to other sequences present in the sample. This allows the target sequences to be detected with a high degree of sensitivity if they are present in the sample. This initial step may be avoided by using highly sensitive array techniques that are important in the art.

Alternatively, new detection technologies can overcome this limitation and enable analysis of small samples containing as little as 1 g of total RNA. Using Resonance Light Scattering (RLS) technology, as opposed to traditional fluorescence techniques, multiple reads can detect low quantities of mRNAs using biotin labeled hybridized targets and anti-biotin antibodies. Another alternative to PCR amplification involves planar wave guide technology (PWG) to increase signal-to-noise ratios and reduce background interference. Both techniques are commercially available from Qiagen Inc. (USA).

Any of the aforementioned techniques may be used to detect or quantify ADHD-associated CNV or SNP marker expression and accordingly, diagnose ADHD.

III. Kits and Articles of Manufacture

Any of the aforementioned products can be incorporated into a kit which may contain a ADHD-associated CNV or SNP specific marker polynucleotide or one or more such markers immobilized on a Gene Chip, an oligonucleotide, a polypeptide, a peptide, an antibody, a label, marker, reporter, a pharmaceutically acceptable carrier, a physiologically acceptable carrier, instructions for use, a container, a vessel for administration, an assay substrate, or any combination thereof.

IV. Methods of Using ADHD-Associated CNVs and/or SNPs for the Development of Therapeutic Agents

Since the CNVs and SNPs identified herein have been associated with the etiology of ADHD, methods for identifying agents that modulate the activity of the genes and their encoded products containing such CNVs and/or SNPs should result in the generation of efficacious therapeutic agents for the treatment of this disorder.

Several regions of the human genome provide suitable targets for the rational design of therapeutic agents. Small nucleic acid molecules or peptide molecules corresponding to these regions may be used to advantage in the design of therapeutic agents that effectively modulate the activity of the encoded proteins.

Molecular modeling should facilitate the identification of specific organic molecules with capacity to bind to the active site of the proteins encoded by the CNV or SNP-containing nucleic acids based on conformation or key amino acid residues required for function. A combinatorial chemistry approach will be used to identify molecules with greatest activity and then iterations of these molecules will be developed for further cycles of screening. Several of the molecules available in this screening assay, while not limiting the method, include metabotropic glutamate receptor (mGuR) positive allosteric modulators (PAM), negative allosteric modulators (NAM), and tachykinin-3/neurokinin-3 receptor (TACR-3/NK3R) antagonists. A specific list includes ADX63365, ADX50938, ADX71149, ADX48621, AMN082, 1-(hetero)aryl-3-amino-pyrrolidine derivatives (e.g. those provided in U.S. Patent Application Publication No. 2008/0300266), LY341495, GSK1144814, and SB223412 (Table 1).

TABLE 1 Molecules and therapeutic agents available for a combinatorial chemistry approach. Product Name Company Name Indication Mechanism of Action ADX63365 Addex Schizophrenia Glutamate Receptor, Metabotropic 5 Pharmaceuticals (GRM5) Positive Allosteric Modulator ADX63365 Merck & Co Inc Schizophrenia Glutamate Receptor, Metabotropic 5 (GRM5) Positive Allosteric Modulator ADX50938 Addex Schizophrenia Glutamate Receptor, Metabotropic 5 Pharmaceuticals (GRM5) Positive Allosteric Modulator ADX50938 Addex Alzheimer Disease Glutamate Receptor, Metabotropic 5 Pharmaceuticals (GRM5) Positive Allosteric Modulator ADX71149 Addex Schizophrenia Glutamate Receptor, Metabotropic 2 Pharmaceuticals (GRM2) Positive Allosteric Modulator AMN082 — Schizophrenia, Glutamate Receptor, Metabotropic 7 Depression, (GRM7) Positive Allosteric Modulator Alzheimer Disease 1-(hetero)aryl-3- Eli Lilly & Co Migraine Glutamate Receptor, Metabotropic 3 amino-pyrrolidine (GRM3) Antagonist derivatives LY341495 Eli Lilly & Co Central Nervous Glutamate Receptor, Metabotropic 2 System Disorders (GRM2) Antagonist; Glutamate Receptor, Metabotropic 3 (GRM3) Antagonist ADX48621 Addex Parkinson's Glutamate Receptor, Metabotropic 5 Pharmaceuticals Disease (GRM5) Negative Allosteric Modulator GSK1144814 Glaxo Smith Kline Schizophrenia Antagonist for Neurokinin-3 receptors SB223412 (Talnetant) Glaxo Smith Kline Schizophrenia Antagonist for Neurokinin-3 receptors

The polypeptides or fragments employed in drug screening assays may either be free in solution, affixed to a solid support or within a cell. One method of drug screening utilizes eukaryotic or prokaryotic host cells which are stably transformed with recombinant polynucleotides expressing the polypeptide or fragment, preferably in competitive binding assays. Such cells, either in viable or fixed form, can be used for standard binding assays. One may determine, for example, formation of complexes between the polypeptide or fragment and the agent being tested, or examine the degree to which the formation of a complex between the polypeptide or fragment and a known substrate is interfered with by the agent being tested.

Another technique for drug screening provides high throughput screening for compounds having suitable binding affinity for the encoded polypeptides and is described in detail in Geysen, PCT published application WO 84/03564, published on Sep. 13, 1984. Briefly stated, large numbers of different, small peptide test compounds, such as those described above, are synthesized on a solid substrate, such as plastic pins or some other surface. The peptide test compounds are reacted with the target polypeptide and washed. Bound polypeptide is then detected by methods well known in the art.

A further technique for drug screening involves the use of host eukaryotic cell lines or cells (such as described above) which have a nonfunctional or altered ADHD associated gene. These host cell lines or cells are defective at the polypeptide level. The host cell lines or cells are grown in the presence of drug compound. Altered glutaminergic function of the host cells is measured to determine if the compound is capable of regulating this function in the defective cells. Host cells contemplated for use in the present invention include but are not limited to bacterial cells, fungal cells, insect cells, mammalian cells, and plant cells. However, mammalian cells, particularly neuronal cells are preferred. The ADHD-associated CNV or SNP encoding DNA molecules may be introduced singly into such host cells or in combination to assess the phenotype of cells conferred by such expression. Methods for introducing DNA molecules are also well known to those of ordinary skill in the art. Such methods are set forth in Ausubel et al. eds., Current Protocols in Molecular Biology, John Wiley & Sons, NY, N.Y. 1995, the disclosure of which is incorporated by reference herein.

A wide variety of expression vectors are available that can be modified to express the novel DNA sequences of this invention. The specific vectors exemplified herein are merely illustrative, and are not intended to limit the scope of the invention. Expression methods are described by Sambrook et al. Molecular Cloning: A Laboratory Manual or Current Protocols in Molecular Biology 16.3-17.44 (1989). Expression methods in Saccharomyces are also described in Current Protocols in Molecular Biology (1989).

Suitable vectors for use in practicing the invention include prokaryotic vectors such as the pNH vectors (Stratagene Inc., 11099 N. Torrey Pines Rd., La Jolla, Calif 92037), pET vectors (Novogen Inc., 565 Science Dr., Madison, Wis. 53711) and the pGEX vectors (Pharmacia LKB Biotechnology Inc., Piscataway, N.J. 08854). Examples of eukaryotic vectors useful in practicing the present invention include the vectors pRc/CMV, pRc/RSV, and pREP (Invitrogen, 11588 Sorrento Valley Rd., San Diego, Calif. 92121); pcDNA3.1/V5&His (Invitrogen); baculovirus vectors such as pVL1392, pVL1393, or pAC360 (Invitrogen); and yeast vectors such as YRP17, YIP5, and YEP24 (New England Biolabs, Beverly, Mass.), as well as pRS403 and pRS413 Stratagene Inc.); Picchia vectors such as pHIL-D1 (Phillips Petroleum Co., Bartlesville, Okla. 74004); retroviral vectors such as PLNCX and pLPCX (Clontech); and adenoviral and adeno-associated viral vectors.

Promoters for use in expression vectors of this invention include promoters that are operable in prokaryotic or eukaryotic cells. Promoters that are operable in prokaryotic cells include lactose (lac) control elements, bacteriophage lambda (pL) control elements, arabinose control elements, tryptophan (trp) control elements, bacteriophage T7 control elements, and hybrids thereof. Promoters that are operable in eukaryotic cells include Epstein Barr virus promoters, adenovirus promoters, SV40 promoters, Rous Sarcoma Virus promoters, cytomegalovirus (CMV) promoters, baculovirus promoters such as AcMNPV polyhedrin promoter, Picchia promoters such as the alcohol oxidase promoter, and Saccharomyces promoters such as the gal4 inducible promoter and the PGK constitutive promoter, as well as neuronal-specific platelet-derived growth factor promoter (PDGF), the Thy-1 promoter, the hamster and mouse Prion promoter (MoPrP), and the Glial fibrillar acidic protein (GFAP) for the expression of transgenes in glial cells.

In addition, a vector of this invention may contain any one of a number of various markers facilitating the selection of a transformed host cell. Such markers include genes associated with temperature sensitivity, drug resistance, or enzymes associated with phenotypic characteristics of the host organisms.

Host cells expressing the ADHD-associated CNVs and/or SNPs of the present invention or functional fragments thereof provide a system in which to screen potential compounds or agents for the ability to modulate the development of ADHD. Thus, in one embodiment, the nucleic acid molecules of the invention may be used to create recombinant cell lines for use in assays to identify agents which modulate aspects of cellular metabolism associated with ADHD and aberrant glutaminergic function. Also provided herein are methods to screen for compounds capable of modulating the function of proteins encoded by CNV and SNP-containing nucleic acids.

Another approach entails the use of phage display libraries engineered to express fragment of the polypeptides encoded by the CNV or SNP-containing nucleic acids on the phage surface. Such libraries are then contacted with a combinatorial chemical library under conditions wherein binding affinity between the expressed peptide and the components of the chemical library may be detected. U.S. Pat. Nos. 6,057,098 and 5,965,456 provide methods and apparatus for performing such assays.

The goal of rational drug design is to produce structural analogs of biologically active polypeptides of interest or of small molecules with which they interact (e.g., agonists, antagonists, inhibitors) in order to fashion drugs which are, for example, more active or stable forms of the polypeptide, or which, e.g., enhance or interfere with the function of a polypeptide in vivo. See, e.g., Hodgson, (1991) Bio/Technology 9:19-21. In one approach, discussed above, the three-dimensional structure of a protein of interest or, for example, of the protein-substrate complex, is solved by x-ray crystallography, by nuclear magnetic resonance, by computer modeling or most typically, by a combination of approaches. Less often, useful information regarding the structure of a polypeptide may be gained by modeling based on the structure of homologous proteins. An example of rational drug design is the development of HIV protease inhibitors (Erickson et al., (1990) Science 249:527-533). In addition, peptides may be analyzed by an alanine scan (Wells, (1991) Meth. Enzym. 202:390-411). In this technique, an amino acid residue is replaced by Ala, and its effect on the peptide's activity is determined. Each of the amino acid residues of the peptide is analyzed in this manner to determine the important regions of the peptide.

It is also possible to isolate a target-specific antibody, selected by a functional assay, and then to solve its crystal structure. In principle, this approach yields a pharmacore upon which subsequent drug design can be based.

One can bypass protein crystallography altogether by generating anti-idiotypic antibodies (anti-ids) to a functional, pharmacologically active antibody. As a mirror image of a mirror image, the binding site of the anti-ids would be expected to be an analog of the original molecule. The anti-id could then be used to identify and isolate peptides from banks of chemically or biologically produced banks of peptides. Selected peptides would then act as the pharmacore.

Thus, one may design drugs which have, e.g., improved polypeptide activity or stability or which act as inhibitors, agonists, antagonists, etc. of polypeptide activity. By virtue of the availability of CNV or SNP-containing nucleic acid sequences described herein, sufficient amounts of the encoded polypeptide may be made available to perform such analytical studies as x-ray crystallography. In addition, the knowledge of the protein sequence provided herein will guide those employing computer modeling techniques in place of, or in addition to x-ray crystallography.

In another embodiment, the availability of ADHD-associated CNV or SNP-containing nucleic acids enables the production of strains of laboratory mice carrying the ADHD-associated SNPs or CNVs of the invention. Transgenic mice expressing the ADHD-associated CNV or SNP of the invention provide a model system in which to examine the role of the protein encoded by the CNV or SNP-containing nucleic acid in the development and progression towards ADHD. Methods of introducing transgenes in laboratory mice are known to those of skill in the art. Three common methods include: 1. integration of retroviral vectors encoding the foreign gene of interest into an early embryo; 2. injection of DNA into the pronucleus of a newly fertilized egg; and 3. the incorporation of genetically manipulated embryonic stem cells into an early embryo. Production of the transgenic mice described above will facilitate the molecular elucidation of the role that a target protein plays in various cellular metabolic processes, including: aberrant glutaminergic function, altered neuroactive ligand receptor signaling and aberrant neurotransmission, or altered neuronal morphology and neurite outgrowth. Such mice provide an in vivo screening tool to study putative therapeutic drugs in a whole animal model and are encompassed by the present invention.

The term “animal” is used herein to include all vertebrate animals, except humans. It also includes an individual animal in all stages of development, including embryonic and fetal stages. A “transgenic animal” is any animal containing one or more cells bearing genetic information altered or received, directly or indirectly, by deliberate genetic manipulation at the subcellular level, such as by targeted recombination or microinjection or infection with recombinant virus. The term “transgenic animal” is not meant to encompass classical cross-breeding or in vitro fertilization, but rather is meant to encompass animals in which one or more cells are altered by or receive a recombinant DNA molecule. This molecule may be specifically targeted to a defined genetic locus, be randomly integrated within a chromosome, or it may be extrachromosomally replicating DNA. The term “germ cell line transgenic animal” refers to a transgenic animal in which the genetic alteration or genetic information was introduced into a germ line cell, thereby conferring the ability to transfer the genetic information to offspring. If such offspring, in fact, possess some or all of that alteration or genetic information, then they, too, are transgenic animals.

The alteration of genetic information may be foreign to the species of animal to which the recipient belongs, or foreign only to the particular individual recipient, or may be genetic information already possessed by the recipient. In the last case, the altered or introduced gene may be expressed differently than the native gene. Such altered or foreign genetic information would encompass the introduction of ADHD-associated CNV or SNP-containing nucleotide sequences.

The DNA used for altering a target gene may be obtained by a wide variety of techniques that include, but are not limited to, isolation from genomic sources, preparation of cDNAs from isolated mRNA templates, direct synthesis, or a combination thereof.

A preferred type of target cell for transgene introduction is the embryonal stem cell (ES). ES cells may be obtained from pre-implantation embryos cultured in vitro (Evans et al., (1981) Nature 292:154-156; Bradley et al., (1984) Nature 309:255-258; Gossler et al., (1986) Proc. Natl. Acad. Sci. 83:9065-9069). Transgenes can be efficiently introduced into the ES cells by standard techniques such as DNA transfection or by retrovirus-mediated transduction. The resultant transformed ES cells can thereafter be combined with blastocysts from a non-human animal. The introduced ES cells thereafter colonize the embryo and contribute to the germ line of the resulting chimeric animal.

One approach to the problem of determining the contributions of individual genes and their expression products is to use isolated ADHD-associated CNV or SNP genes as insertional cassettes to selectively inactivate a wild-type gene in totipotent ES cells (such as those described above) and then generate transgenic mice. The use of gene-targeted ES cells in the generation of gene-targeted transgenic mice was described, and is reviewed elsewhere (Frohman et al., (1989) Cell 56:145-147; Bradley et al., (1992) Bio/Technology 10:534-539).

Techniques are available to inactivate or alter any genetic region to a mutation desired by using targeted homologous recombination to insert specific changes into chromosomal alleles. However, in comparison with homologous extrachromosomal recombination, which occurs at a frequency approaching 100%, homologous plasmid-chromosome recombination was originally reported to only be detected at frequencies between 10⁻⁶ and 10⁻³. Nonhomologous plasmid-chromosome interactions are more frequent occurring at levels 10⁵-fold to 10² fold greater than comparable homologous insertion.

To overcome this low proportion of targeted recombination in murine ES cells, various strategies have been developed to detect or select rare homologous recombinants. One approach for detecting homologous alteration events uses the polymerase chain reaction (PCR) to screen pools of transformant cells for homologous insertion, followed by screening of individual clones. Alternatively, a positive genetic selection approach has been developed in which a marker gene is constructed which will only be active if homologous insertion occurs, allowing these recombinants to be selected directly. One of the most powerful approaches developed for selecting homologous recombinants is the positive-negative selection (PNS) method developed for genes for which no direct selection of the alteration exists. The PNS method is more efficient for targeting genes which are not expressed at high levels because the marker gene has its own promoter. Non-homologous recombinants are selected against by using the Herpes Simplex virus thymidine kinase (HSV-TK) gene and selecting against its nonhomologous insertion with effective herpes drugs such as gancyclovir (GANC) or (1-(2-deoxy-2-fluoro-B-D arabinofluranosyl)-5-iodou-racil, (FIAU). By this counter selection, the number of homologous recombinants in the surviving transformants can be increased. Utilizing ADHD-associated CNV or SNP-containing nucleic acid as a targeted insertional cassette provides means to detect a successful insertion as visualized, for example, by acquisition of immunoreactivity to an antibody immunologically specific for the polypeptide encoded by ADHD-associated CNV or SNP nucleic acid and, therefore, facilitates screening/selection of ES cells with the desired genotype.

As used herein, a knock-in animal is one in which the endogenous murine gene, for example, has been replaced with human ADHD-associated CNV or informative fragment thereof or SNP-containing gene of the invention. Such knock-in animals provide an ideal model system for studying the development of ADHD.

As used herein, the expression of a ADHD-associated CNV or SNP-containing nucleic acid, partial informative CNV fragment thereof, or an ADHD-associated fusion protein in which the CNV or SNP is encoded can be targeted in a “tissue specific manner” or “cell type specific manner” using a vector in which nucleic acid sequences encoding all or a portion of an ADHD-associated CNV or SNP are operably linked to regulatory sequences (e.g., promoters and/or enhancers) that direct expression of the encoded protein in a particular tissue or cell type. Such regulatory elements may be used to advantage for both in vitro and in vivo applications. Promoters for directing tissue specific proteins are well known in the art and described herein.

The nucleic acid sequence encoding the ADHD-associated CNV or SNP of the invention may be operably linked to a variety of different promoter sequences for expression in transgenic animals. Such promoters include, but are not limited to a prion gene promoter such as hamster and mouse Prion promoter (MoPrP), described in U.S. Pat. No. 5,877,399 and in Borchelt et al., Genet. Anal. 13(6) (1996) pages 159-163; a rat neuronal specific enolase promoter, described in U.S. Pat. Nos. 5,612,486, and 5,387,742; a platelet-derived growth factor B gene promoter, described in U.S. Pat. No. 5,811,633; a brain specific dystrophin promoter, described in U.S. Pat. No. 5,849,999; a Thy-1 promoter; a PGK promoter; a CMV promoter; a neuronal-specific platelet-derived growth factor B gene promoter; a NEGR1 promoter, a GRM5 promoter, a promotor of any gene listed in the tables below, and Glial fibrillar acidic protein (GFAP) promoter for the expression of transgenes in glial cells.

Methods of use for the transgenic mice of the invention are also provided herein. Transgenic mice into which a nucleic acid containing the ADHD-associated CNV or SNP or its encoded protein have been introduced are useful, for example, to develop screening methods to screen therapeutic agents to identify those capable of modulating the development of ADHD.

V. Pharmaceutical and Peptide Therapies

The elucidation of the role played by the ADHD associated CNVs and SNPs described herein in neuroactive ligand receptor signaling facilitates the development of pharmaceutical compositions useful for treatment and diagnosis of ADHD. These compositions may comprise, in addition to one of the above substances, a pharmaceutically acceptable excipient, carrier, buffer, stabilizer or other materials well known to those skilled in the art. Such materials should be non-toxic and should not interfere with the efficacy of the active ingredient. The precise nature of the carrier or other material may depend on the route of administration, e.g. oral, intravenous, cutaneous or subcutaneous, nasal, intramuscular, intraperitoneal routes.

Whether it is a polypeptide, antibody, peptide, nucleic acid molecule, small molecule or other pharmaceutically useful compound according to the present invention that is to be given to an individual, administration is preferably in a “prophylactically effective amount” or a “therapeutically effective amount” (as the case may be, although prophylaxis may be considered therapy), this being sufficient to show benefit to the individual.

The materials and methods set forth below are provided to facilitate the practice of the following examples.

Illumina Infinium Assay for CNV Discovery

We performed high-throughput, genome-wide SNP genotyping, using the InfiniumlI HumanHap550 BeadChip technology (Illumina San Diego Calif.), at the Center for Applied Genomics at CHOP. The genotype data content together with the intensity data provided by the genotyping array provides high confidence for CNV calls. Importantly, the simultaneous analysis of intensity data and genotype data in the same experimental setting establishes a highly accurate definition for normal diploid states and any deviation thereof. To call CNVs, we used the PennCNV algorithm, which combines multiple sources of information, including Log R Ratio (LRR) and B Allele Frequency (BAF) at each SNP marker, along with SNP spacing and population frequency of the B allele to generate CNV calls. The replication case and control cohorts utilized genome-wide SNP genotyping using the Perlegen 600K, Illumina 1M, and Affymetrix 5.0 arrays. Raw X and Y values were normalized with log(10) and clustered to establish BAF and LRR with PennCNV-Affy protocol (Table 2). Rare recurrent CNVs were the focus of our study.

TABLE 2 Perlegen Data Reformatted File Samples to match Affymetrix Power Tools output format. probeset_id 10009 10010 10021 10022 A) Genotype Calls File (0 = AA, 1 = AB, 2 = BB, −1 = NoCall). SNP_rs10000023 1 1 2 1 SNP_rs10000030 1 0 0 1 SNP_rs10000037 0 0 1 1 SNP_rs10000068 2 2 2 2 B) Genotype Calls Confidence Scores (All set to 1). SNP_rs10000023 1 1 1 1 SNP_rs10000030 1 1 1 1 SNP_rs10000037 1 1 1 1 SNP_rs10000068 1 1 1 1 C) Intensity Summary (-A = log10(X), -B = log10(Y) (X and Y value from dbGaP Single Sample Final Report files). SNP_rs10000023-A 2.85 2.78 2.07 2.89 SNP_rs10000023-B 2.86 2.84 2.98 2.96 SNP_rs10000030-A 2.9 2.99 2.95 3.02 SNP_rs10000030-B 2.91 2.4 2.38 3.05

CNV Calls and Review of Significant Loci

No additional “CNV burden” was observed in cases vs. controls, rather the distribution of calls made was highly comparable (FIG. 1). We established CNV call reliability in Illumina and Perlegen data by observing Mendelian patterns of inheritance. Trios were first verified by genotype inheritance and analyzed to establish the quality of CNV calls from both Illumina and Perlegen platforms based on observed inheritance. Based on all CNV calls called in trios from the Illumina CHOP data, 8,647 CNVs observed in offspring were inherited from a parent while 437 CNVs were putatively de novo which is a de novo rate of 4.811%. Based on all CNV calls called in trios from the Perlegen IMAGE data, 1,862 CNVs observed in offspring were inherited from a parent while 505 CNVs were putatively de novo which is a de novo rate of 21.335%. 51 IMAGE cases, 22 deletion loci, and 5 duplication loci had multiple de novo events due to low data quality and were excluded as outliers; once excluded, 785 CNVs were inherited and 63 were denovo which lowered the observed denovo rate to an acceptable level of 7.429%. Based on CNVs observed in parents from Illumina CHOP data, 9,305 CNVs were passed to the child while 7,432 CNVs were not inherited resulting in a 55.595% inheritance rate. Based on all CNVs observed in parents from Perlegen IMAGE data, 2,114 CNVs were passed to the child while 3,789 CNVs were not inherited resulting in a 35.812% inheritance rate. We excluded 65 parent samples that were outliers with 20 or greater CNVs not inherited to offspring and filtering these samples out resulted in 1,204 CNVs were passed to the child while 1,221 were not inherited resulting in a 49.650% inheritance rate which established confidence in this CNV call set.

It is intractable to review all PennCNV calls and wasteful to exclude CNVs smaller than a size threshold. Instead, we statistically score the loci based on all CNVs detected and review these nominally associated CNVR loci for appropriate overlap, signal quality, and Mendelian inheritance. As shown in Table 3, all reported loci show at least one case with the CNV inherited from a parent, in cases where both parents were available.

TABLE 3 Novel CNVRs Over-represented in ADHD Patients CHOP CHOP Replication Replication OR Cases Controls Cases Controls Combined CI Exon CNVR n = 1013 n = 4105 n = 2493 n = 9222 Inh P-value (95%) Type Gene Distance A) Loci Significantly Associated with ADHD chr11: 88269449-    4‡(3*) 0 6 1 4:1:3 1.36 × 10⁻⁶ 38.12 Del GRM5 5,858 88351661 62.5%   (5-298) chr7: 126525124- 3 0 5 0 0:1:0 3.52 × 10⁻⁶ infinity Del GRM8 0 126536202 100% chr3: 7183953-    4†(1*) 0 2 0 0:2:0 8.14 × 10⁻⁵ infinity Del GRM7 20,598 7197236 100% chr6: 146657076- 5 2 3 0 2:0:0 1.05 × 10⁻⁴ 15.24 Dup GRM1 0 146694047 100% (3-72) B) ADHD Loci with Nominal Significance chr1: 72317292-  4‡ 0 1 0 0:3:0 3.91 × 10⁻⁴ infinity Dup NEGR1 10,621 72328395 100% chr7: 153495598-    5(1*) 0 3 2 1:2:0 4.08 × 10⁻⁴ 15.24 Dup DPP6 68,453 153564827 100% (3-72) chr5: 65027976- 4 0 2 1 2:0:2 4.68 × 10⁻⁴ 22.85 Del SGTB/NLN 0 65046520  50%  (3-190) chr1: 56053497- 2 0 4 2 1:0:3 1.54 × 10⁻³ 11.42 Del USP24* 80,234 56064495  25% (2-57) chr19: 38427720- 5 2 2 3 2:2:1 4.95 × 10⁻³  5.33 Del SLC7A10* 19,172 38444834  80% (2-17) chr3: 1844168-  4† 0 3 6 1:3:0 8.81 × 10⁻³  4.44 Del CNTN4* 255,661 1859889 100% (1-13) chr2: 81419297- 2 0 2 3 1:0:1 3.83 × 10⁻²  5.07 Dup CTNNA2* 152,417 81446082  50% (1-23) chr4: 113772340- 2 0 2 3 0:0:0 3.83 × 10⁻²  5.07 Dup LARP7 0 113788584 NA (1-23) *Cases presented in (13); ‡3 Cases are present in the same family; †2 Cases are present in the same family; The “Inh” column lists the inheritance pattern of each CNV from parents to cases in the format <inherited from mother>:<inherited from father>:<denovo>. The percentage of Inheritance is listed below. Note that parents were not available for all cases. Rare variants that were recurrent and observed to be enriched among ADHD cases relative to control frequencies and detected in multiple independent cohorts are reported. All GRM genes are directly impacted by the CNVR. Regions listed represent the optimal overlap of cases and significance with respect to controls as described in the Methods. The closest gene is listed for each CNVR locus since it is most likely to be impacted. For detailed counts from each contributing project see Table 16. *No gene directly impacted so closest proximal gene listed. Individual CNV boundaries are provided in Table 17. OR: Odds Ratio CI: Confidence Interval. Replication represents combined IMAGE, PUWMa, IMAGEII, NIMH, and Utah.

In total, there are 3,506 cases and 13,327 controls, representing greater than a three-fold abundance of control samples to robustly define CNVs to be absent or at a lower frequency than case samples. Although the number of CNVs detected per sample was as high as 70, there are actually inferred normal diploid (CN=2) calls which make every sample equivalent. These CNVs are very rare and thus the number of observed CNV calls will vary between samples.

CNV Validation by Quantitative PCR (QPCR)

Universal Probe Library (UPL; Roche, Indianapolis, Ind.) probes were selected using the ProbeFinder v2.41 software (Roche, Indianapolis, Ind.). Quantitative PCR was performed on an ABI 7500 Real Time PCR Instrument or on an ABI Prism™ 7900HT Sequence Detection System (Applied Biosystems, Foster City, Calif.). Each sample was analyzed in quadruplicate either in 25 μl reaction mixture (250 nM probe, 900 nM each primer, Fast Start TaqMan Probe Master from Roche, and 10 ng genomic DNA) or in 10 μl reaction mixture (100 nM probe, 200 nM each primer, lx Platinum Quantitative PCR SuperMix-Uracil-DNA-Glycosylase (UDG) with ROX from Invitrogen, and 25 ng genomic DNA). The values were evaluated using Sequence Detection Software v2.2.1 (Applied Biosystems, CA). Data analysis was further performed using the ΔΔC_(T) method. Reference genes, chosen from COBL, GUSB, and SNCA, were included based on the minimal coefficient of variation and then data was normalized by setting a normal control to a value of 1.

The CNV calling on Perlegen platform used a highly similar algorithm to those used on the Illumina arrays, but the signal pre-processing steps differ. Unlike the Illumina platform, where normalized signal intensities (Log R Ratio and B Allele Frequency) can be exported directly from the BeadStudio software, these signal intensity measures in the Perlegen 600K platform need to be calculated from the collection of genotyped samples based on raw X and Y values. To perform data normalization and signal extraction from raw final report files generated in genotyping experiments, we first reformatted data from dbGaP into the format produced by Affymetrix Power Tools: birdseed.calls.txt, birdseed.confidences.txt, and quant-norm.pm-only.med-polish.expr.summary.txt (see Table 2). The X and Y values provided in the sample based report files from dbGaP were reduced to a more finite range by taking the logarithm base 10. For each SNP marker, we then relied on the allele-specific signal intensity for the AA, AB and BB genotypes on all genotyped samples to construct three canonical genotype clusters in polar coordinates theta and R, similar to the Illumina clustering generation approach. The “-conf 2” option was included in running generate_affy_geno_cluster.pl since 1 was coded as the best score. Once the canonical genotype clusters were constructed, we then transformed the signal intensity values for each SNP to Log R Ratio (LRR) and B Allele Frequency (BAF) values using normalize_affy_geno_cluster.pl. For more technical details, see www.openbioinformatics.org/penncnv/penncnv_tutorial_affy_gw6.html.

To optimize the Hidden Markov Model (HMM), we used the baseline reference file hh550.hmm and ran “-train” in PennCNV in three successive batches of thirty. The first training used the samples with the lowest standard deviation of LRR while the other two runs, using the file created as a new reference, included more random representative samples. We also created definition files providing inter-SNP distance and population b-allele frequency to further inform CNV calling specifically adapted to the observed Perlegen data. This allowed for CNV calls to be made in 1,887 (642 cases and 1,245 parents) out of 2,789 Perlegen 600K samples available. Although the global standard deviation of LRR was below 0.2 for the majority (84%) of samples, the intensity data was notably noisier in regions of called CNV and often showed a subpopulation of SNPs unable to differentiate a deletion signal, perhaps due to PCR saturation during the lab processing. Nevertheless, the deletion and duplication features were still detected with confirmation of homozygote and AAB/ABB genotypes respectively shown for the same SNPs (see FIGS. 2 and 3).

Lastly, Perlegen CNV calls were screened for overlap with the 11 loci associated based on the CHOP Illumina data. The SNP level data underlying each CNV call was reviewed to ensure clean signal quality. To ensure that each detected CNV was a true DNA feature and not in any way an artifact of the Perlegen 600K array used or our bioinformatics manipulations of the data, we validated each CNV with qPCR at an independent lab (see FIG. 4).

CNV Quality Control

We calculated Quality Control (QC) measures on our HumanHap550 GWAS data based on statistical distributions to exclude poor quality DNA samples and false positive CNVs. The first threshold is the percentage of attempted SNPs which were successfully genotyped. Only samples with call rate >98% were included. The genome wide intensity signal must have as little noise as possible. Only samples with the standard deviation (SD) of normalized intensity (LRR)<0.35 were included. All samples must have Caucasian ethnicity based on principle components analysis (FIG. 5) and all other samples were excluded. Furthermore, case and control matching was insured by calculating a genomic inflation factor (GIF=1.024) between groups. Wave artifacts roughly correlating with GC content resulting from hybridization bias of low full length DNA quantity are known to interfere with accurate inference of copy number variations⁴³. Only samples where the wave factor of LRR to wave model ranged between −0.5<x<0.6 were accepted. If the count of CNV calls made by PennCNV exceeds 70 (FIG. 1), the DNA quality is usually poor. Thus, only samples with CNV call count <70 were included. Any duplicate samples (such as monozygotic twins) had one sample excluded. Table 4 provides the number of samples excluded for each quality control measure.

TABLE 4 Sample exclusion based on quality control measures. Exclusion Criteria CHOP Control Call Rate < 98% 170 271 SD LRR > 0.35 73 124 Ethnicity non-Caucasian 71 48 Wave Factor −0.5 > X > 0.6 251 1040 Count CNVs > 70 197 237 Monozygotic Twin 31 38 Samples excluded based on Quality Control (QC) measures on our HumanHap550 GWAS data based on statistical distributions to exclude poor quality DNA samples and false positive CNVs.

Statistical Analysis of CNVs

CNV frequency between cases and controls was evaluated at each SNP using Fisher's exact test. We only considered loci that were nominally significant between cases and controls (p<0.05) where cases in the CHOP discovery cohort had the same variation, replicated in IMAGE, PUWMa, or IMAGE II or were not observed in any of the control subjects, and validated with an independent method. We report statistical local minimums to narrow the association in reference to a region of nominal significance including SNPs residing within 1 Mb of each other (FIG. 4). Resulting nominally significant CNVRs were excluded if they met any of the following criteria: i) residing on telomere or centromere proximal cytobands; ii) arising in a “peninsula” of common CNV arising from variation in boundary truncation of CNV calling (FIG. 7); iii) genomic regions with extremes in GC content which produces hybridization bias; or iv) samples contributing to multiple CNVRs. We statistically adjusted for relatedness of cases with permutation (1000×). Three lines of evidence establish statistical significance: independent replication p<0.05, permutation of observations, and no loci observed with control enriched significance. We used DAVID (Database for Annotation, Visualization, and Integrated Discovery)⁴⁴ to assess the significance of functional annotation clustering of independently associated CNV results into InterPro categories.

Permutation to Adjust Significance for Relatedness

For initial Fisher's exact test, related individuals are not controlled for since our primary objective is to detect CNVs in multiple samples regardless of relatedness. CNVRs passing this initial screen are scored for statistical significance based on a permuted P-value which permutes case and control labels randomly of all samples with the condition that related individuals must have the same label. Each unrelated individual is assigned a case or control label and their related sibling is assigned the same label. Based on the number of samples with the CNVR being calculated in randomly assigned “cases” and “controls” a Fisher's exact test P-value is assigned. The number of hypothetical scenarios with significance equal or greater (lower P-value) provides the permuted P-value which corrects for relatedness. The Fisher's exact test P-value and counts of cases and controls with each CNVR are provided for transparency.

Analysis of Genotype Call Genome-Wide Association

Full scale genotype genome-wide association was performed and the genomic inflation factor (GIF) was at an acceptable level (GIF=1.02409). We also checked pairwise population concordance to check for and filter out cryptic relatedness which could give rise to rare CNVs specific to ultra-stratified subpopulations of Europe. We performed Transmission Disequilibrium Test (TDT) statistic using Plink on 397 ADHD cases with both parents on the CHOP Illumina HumanHap550 genotype data (Table 5). The top result with more than one significant SNP in a region was chr4p12 P(rs1018199)=2.71×10⁻⁵ and P(rs11724347)=6.19×10⁻⁵ which impacts TEC. We also performed a case:control genotype genome-wide association on 735 cases and 2,298 controls using the same Illumina data set (Table 6). The strongest signal was chr19p12 P(rs2081051)=4.60×10⁻⁶ and P(rs399686)=4.72×10⁻⁶ residing between ZNF66 and ZNF85. Lastly, 623 ADHD cases with both parents on the IMAGE Perlegen 600K data were analyzed with TDT statistic (Table 7). The most significant signal was chr5q23.1 P(rs17144308)=9.70×10⁻⁶ and P(rs2043053)=3.36×10⁻⁵ which is 237 kb from the closest proximal gene DTWD2. Taken together, SNPs residing around exon 4 of contactin 3 (CNTN3) appear to replicate most consistently between Illumina and Perlegen ADHD TDT statistics. SNP rs12488030 is common to both platforms P=2.51×10⁻³ Illumina and P=4.97×10⁻³Perlegen. There are two supporting SNPs in close proximity also showing significance Illumina: P(rs4073942)=2.78×10⁻³ and P(rs9869828)=8.61×10⁻³ in addition Perlegen: P(rs11915713)=1.86×10⁻⁵ and P(rs7372975)=7.59×10⁻⁵

TABLE 5 TDT Analysis of 397 ADHD Cases and Parents from CHOP genotyped on the Illumina HH550 chip. CHR SNP BP A1 A2 T U OR CHISQ P 18 rs8095193 58834095 1 2 167 92 1.815 21.72 3.16E−06 17 rs4357980 13498634 1 2 99 174 0.569 20.6 5.65E−06 18 rs8091710 72897492 1 2 29 73 0.3973 18.98 1.32E−05 14 rs899116 97495185 1 2 101 172 0.5872 18.47 1.73E−05 13 rs9595945 48099556 1 2 245 160 1.531 17.84 2.40E−05 4 rs1018199 47927632 1 2 35 80 0.4375 17.61 2.71E−05 1 rs3795324 157456184 2 1 91 157 0.5796 17.56 2.78E−05 3 rs6444186 188156541 1 2 81 36 2.25 17.31 3.18E−05 9 rs11144627 75654927 2 1 46 14 3.286 17.07 3.61E−05 8 rs1462011 108104653 1 2 199 125 1.592 16.9 3.94E−05 X rs5991935 100480088 1 2 22 59 0.3729 16.9 3.94E−05 7 rs1013572 78350227 1 2 63 118 0.5339 16.71 4.35E−05 11 rs952619 20316347 1 2 108 177 0.6102 16.71 4.37E−05 4 rs7689018 85116479 1 2 41 87 0.4713 16.53 4.79E−05 18 rs1943825 69128567 2 1 97 162 0.5988 16.31 5.37E−05 4 rs4696821 8473961 1 2 210 135 1.556 16.3 5.39E−05 18 rs1943823 69131624 2 1 157 237 0.6624 16.24 5.57E−05 4 rs11724347 47923023 1 2 26 64 0.4062 16.04 6.19E−05 1 rs7530899 76950752 2 1 89 151 0.5894 16.02 6.28E−05 18 rs4890560 41457783 1 2 93 156 0.5962 15.94 6.54E−05 6 rs2677099 45527900 1 2 220 144 1.528 15.87 6.79E−05 12 rs11067228 113556980 2 1 231 153 1.51 15.84 6.88E−05 6 rs2790102 45540192 1 2 222 146 1.521 15.7 7.44E−05 1 rs4926757 48961624 1 2 192 122 1.574 15.61 7.80E−05 11 rs17147479 84055504 1 2 137 79 1.734 15.57 7.93E−05 17 rs9913261 12026365 2 1 89 150 0.5933 15.57 7.96E−05 9 rs7041883 135352660 1 2 17 49 0.3469 15.52 8.19E−05 12 rs7309946 103478293 2 1 119 188 0.633 15.51 8.22E−05 7 rs10226468 42907176 2 1 144 219 0.6575 15.5 8.27E−05 5 rs438418 2902436 2 1 78 36 2.167 15.47 8.37E−05 8 rs12682232 108078371 2 1 199 128 1.555 15.42 8.63E−05 X rs5956634 123092612 2 1 59 110 0.5364 15.39 8.74E−05 7 rs7786719 42850356 1 2 133 205 0.6488 15.34 8.99E−05 6 rs910586 45518290 1 2 221 146 1.514 15.33 9.04E−05 6 rs9395010 44453984 1 2 152 91 1.67 15.31 9.11E−05 14 rs11844273 97489409 1 2 100 163 0.6135 15.09 1.02E−04 2 rs11904235 36288350 1 2 64 27 2.37 15.04 1.05E−04 11 rs487518 131283728 1 2 150 225 0.6667 15 1.08E−04 6 rs6920606 33105652 2 1 164 242 0.6777 14.99 1.08E−04 14 rs2014525 97491178 1 2 109 174 0.6264 14.93 1.12E−04 11 rs7948111 23403649 1 2 65 117 0.5556 14.86 1.16E−04 16 rs12598067 60940038 2 1 65 117 0.5556 14.86 1.16E−04 6 rs9472494 45559814 1 2 223 149 1.497 14.72 1.25E−04 7 rs533486 99085345 2 1 163 240 0.6792 14.71 1.25E−04 8 rs7835921 96345468 1 2 157 96 1.635 14.71 1.26E−04 4 rs827019 8460842 2 1 69 122 0.5656 14.71 1.26E−04 CHR: Chromosome number, SNP: SNP identifier, A1: Minor allele code, A2: Major allele code, T: Transmitted minor allele count, U: Untransmitted allele count, OR: TDT odds ratio, CHISQ: TDT chi-square statistic, P: TDT asymptotic p-value

TABLE 6 Case: Control Analysis of 735 ADHD Cases and 2,298 Unrelated Controls from CHOP genotyped on the Illumina HH550 chip. CHR SNP BP A1 A2 F_A F_U OR CHISQ P 18 rs16943400 23086102 1 2 0.02778 0.08875 0.2934 57.53 3.33E−14 3 rs7649108 166136126 1 2 0.3156 0.2497 1.386 24.88 6.11E−07 6 rs9390261 145283744 1 2 0.02585 0.009072 2.899 24.54 7.29E−07 X rs4609327 37790223 2 1 0.1441 0.08032 1.928 24.48 7.50E−07 X rs5917547 37803525 2 1 0.1578 0.09074 1.878 24.22 8.59E−07 16 rs2278656 54885245 1 2 0.01443 0.04091 0.3432 22.04 2.67E−06 8 rs17834541 2674349 2 1 0.1083 0.1565 0.6545 21.01 4.56E−06 19 rs2081051 20866811 1 2 0.1382 0.1911 0.6786 21 4.60E−06 19 rs399686 20772798 1 2 0.143 0.1962 0.6833 20.95 4.72E−06 X rs5917937 39750534 2 1 0.1195 0.06572 1.929 20.93 4.76E−06 19 rs10419820 20943636 2 1 0.1789 0.2357 0.7067 20.9 4.84E−06 X rs10522011 32517409 1 2 0.05924 0.02509 2.447 19.48 1.02E−05 8 rs11203872 17531028 2 1 0.4342 0.37 1.306 19.34 1.09E−05 X rs9633179 3535471 2 1 0.1089 0.05969 1.925 19.24 1.15E−05 4 rs10519629 143040375 2 1 0.1864 0.1398 1.409 18.81 1.44E−05 19 rs7253306 20951939 2 1 0.219 0.2759 0.736 18.77 1.48E−05 13 rs9569383 55299477 1 2 0.1415 0.1909 0.6984 18.64 1.58E−05 12 rs12229174 62532933 1 2 0.06054 0.03502 1.776 18.56 1.64E−05 19 rs6511169 20893589 1 2 0.1461 0.1961 0.7014 18.51 1.69E−05 11 rs10833476 21190445 1 2 0.1224 0.08502 1.502 18.48 1.72E−05 2 rs1821659 212064488 2 1 0.3109 0.2527 1.334 18.15 2.05E−05 X rs2480443 53212284 2 1 0.06525 0.02994 2.262 18.1 2.09E−05 7 rs1486173 45965025 2 1 0.1131 0.07764 1.515 17.91 2.32E−05 15 rs4381545 93039961 2 1 0.2296 0.18 1.358 17.8 2.45E−05 7 rs10265665 96175055 1 2 0.0619 0.0365 1.742 17.79 2.46E−05 10 rs11593585 44391199 1 2 0.1286 0.09093 1.475 17.69 2.60E−05 X rs4134188 17474194 1 2 0.1016 0.05571 1.917 17.62 2.69E−05 4 rs11131363 63013616 2 1 0.2643 0.212 1.335 17.6 2.72E−05 19 rs1469402 20738115 2 1 0.145 0.1934 0.7075 17.52 2.85E−05 11 rs12279152 133861485 1 2 0.02653 0.01139 2.365 17.43 2.98E−05 X rs5957334 119125665 2 1 0.06667 0.03136 2.206 17.13 3.49E−05 X rs6632558 36075450 2 1 0.0812 0.04176 2.028 16.94 3.85E−05 1 rs2057594 117348535 1 2 0.2483 0.1983 1.335 16.89 3.96E−05 8 rs17834523 2672777 1 2 0.09592 0.1367 0.6699 16.84 4.06E−05 7 rs10485959 78702412 2 1 0.3007 0.3595 0.7659 16.83 4.09E−05 X rs5945330 152438289 2 1 0.08807 0.04698 1.959 16.63 4.55E−05 3 rs16854851 145238402 1 2 0.02381 0.009916 2.435 16.62 4.56E−05 8 rs2237826 17519195 2 1 0.4355 0.376 1.28 16.59 4.65E−05 X rs16987407 35968032 2 1 0.1041 0.05857 1.868 16.5 4.87E−05 X rs4089885 22878045 2 1 0.1193 0.07027 1.792 16.47 4.94E−05 1 rs2024766 181385290 2 1 0.5027 0.4424 1.274 16.45 4.99E−05 4 rs9312518 173526549 1 2 0.4639 0.4042 1.276 16.45 5.00E−05 4 rs9997484 173517324 2 1 0.4639 0.4042 1.276 16.45 5.00E−05 17 rs4338847 7870502 1 2 0.3102 0.3679 0.7725 16.35 5.28E−05 12 rs17497206 113000660 2 1 0.1537 0.2011 0.7219 16.33 5.32E−05 CHR: Chromosome, SNP: SNP ID, BP: Physical position (base-pair), A1: Minor allele name (based on whole sample), F_A: Frequency of this allele in cases, F_U: Frequency of this allele in controls, A2: Major allele name, OR: Estimated odds ratio (for A1, i.e. A2 is reference), CHISQ: Basic allelic test chi-square (1df), P: Asymptotic p-value for this test.

TABLE 7 TDT Analysis of 623 ADHD Cases and Parents from IMAGE genotyped on the Perlegen platform. CHR SNP BP A1 A2 T U OR CHISQ P 12 rs3782309 26750663 1 2 172 99 1.737 19.66 9.23E−06 5 rs17144308 117965870 2 1 244 352 0.6932 19.57 9.70E−06 2 rs7609261 80530821 2 1 199 297 0.67 19.36 1.08E−05 3 rs1344870 21282405 2 1 16 52 0.3077 19.06 1.27E−05 18 rs7244637 17876224 1 2 134 215 0.6233 18.8 1.45E−05 1 rs3850879 48004718 1 2 226 143 1.58 18.67 1.56E−05 14 rs2295426 58446208 2 1 209 307 0.6808 18.61 1.60E−05 16 rs7204253 5576184 2 1 114 189 0.6032 18.56 1.64E−05 4 rs1378945 25382295 2 1 212 310 0.6839 18.4 1.79E−05 3 rs11915713 74568983 1 2 176 266 0.6617 18.33 1.86E−05 12 rs11830382 41718893 2 1 198 122 1.623 18.05 2.15E−05 12 rs4761641 93525817 2 1 137 215 0.6372 17.28 3.22E−05 5 rs2043053 117958083 2 1 126 201 0.6269 17.2 3.36E−05 18 rs12965880 22313077 1 2 235 333 0.7057 16.91 3.92E−05 9 rs17306197 97862011 1 2 162 96 1.688 16.88 3.97E−05 8 rs17668689 96254526 1 2 216 310 0.6968 16.8 4.16E−05 2 rs4852567 80556890 2 1 206 298 0.6913 16.79 4.17E−05 13 rs1002468 93085569 2 1 287 197 1.457 16.74 4.30E−05 1 rs10873925 77234323 2 1 305 212 1.439 16.73 4.31E−05 16 rs12596741 17345435 1 2 228 324 0.7037 16.7 4.39E−05 9 rs2991298 3284851 2 1 81 142 0.5704 16.69 4.41E−05 14 rs1427324 58434446 1 2 206 297 0.6936 16.46 4.96E−05 10 rs11258682 13951273 1 2 204 130 1.569 16.4 5.14E−05 4 rs10520276 175420068 2 1 216 140 1.543 16.22 5.63E−05 1 rs17375519 179499648 1 2 75 133 0.5639 16.17 5.78E−05 1 rs10800069 163296159 1 2 232 327 0.7095 16.14 5.87E−05 7 rs13340504 75277632 1 2 142 82 1.732 16.07 6.10E−05 2 rs6543239 104056246 2 1 251 349 0.7192 16.01 6.31E−05 2 rs4664452 162762970 1 2 30 6 5 16 6.33E−05 4 rs16889099 13341184 2 1 48 96 0.5 16 6.33E−05 5 rs12520147 2000122 1 2 158 237 0.6667 15.8 7.04E−05 11 rs10400283 23523711 1 2 222 314 0.707 15.79 7.07E−05 4 rs1378946 25382548 1 2 197 284 0.6937 15.74 7.28E−05 3 rs7372975 74602140 2 1 169 250 0.676 15.66 7.59E−05 17 rs11654470 74388926 2 1 82 141 0.5816 15.61 7.79E−05 3 rs9878591 121464488 1 2 107 173 0.6185 15.56 8.01E−05 12 rs1553953 28724544 1 2 76 133 0.5714 15.55 8.06E−05 11 rs7121790 45021541 1 2 171 252 0.6786 15.51 8.20E−05 12 rs1452231 83750252 2 1 223 314 0.7102 15.42 8.60E−05 7 rs194847 103560404 1 2 347 251 1.382 15.41 8.65E−05 2 rs11902138 80565100 1 2 173 254 0.6811 15.37 8.86E−05 16 rs12932714 80320240 1 2 150 226 0.6637 15.36 8.88E−05 1 rs1015144 200004976 2 1 204 291 0.701 15.29 9.22E−05 22 rs6009441 47873456 1 2 107 172 0.6221 15.14 9.97E−05 8 rs4734069 104169047 1 2 275 191 1.44 15.14 9.97E−05 20 rs2024946 61678306 2 1 112 61 1.836 15.03 1.06E−04 CHR: Chromosome number, SNP: SNP identifier, A1: Minor allele code, A2: Major allele code, T: Transmitted minor allele count, U: Untransmitted allele count, OR: TDT odds ratio, CHISQ: TDT chi-square statistic, P: TDT asymptotic p-value

Study Criteria for Inclusion in IMAGE

Proband diagnosis: combined subtype ADHID. Children aged 6-17 years (inclusive). One or more sibling(s) in the same age range. Both parents available to provide DNA sample or one parent available plus two or more siblings. IQ above 70. Free of single-gene disorders known to be associated with ADHD (e.g. fragile-X, phenylketonuria, hypercalcaemia, thyroid hormone resistance). Free of neurological disease and damage (e.g. hemiplegia and other cerebral palsies, epilepsy, hydrocephalus, post-encephalitic syndromes, psychosis, sensorimotor handicaps). Living at home with at least one biological parent and one full sibling. Not meeting criteria for autism or Asperger's syndrome.

Study Criteria for Inclusion in IMAGE II

Proband diagnosis: ADHD according to DSM-IV-TR Semi-structured diagnostic interview: KSADS-PL or Kinder-DIPS Child Behavior Checklist, Conners parent and teacher Scales or German Teachers Report on ADHD symptoms according to DSM-IV Children aged 6-18 years (index patients older than 8 years). IQ above 70; birth weight >2000 g; no major medical events during pregnancy; no drug abuse in mother during pregnancy Free of single-gene disorders known to be associated with ADHD (e.g. fragile-X, phenylketonuria, hypercalcaemia, thyroid hormone resistance). Free of neurological disease and damage (e.g. hemiplegia and other cerebral palsies, epilepsy, hydrocephalus, post-encephalitic syndromes, motor neuron disorder etc.). Not meeting criteria for autism or Asperger's syndrome, schizophrenia, bipolar disorder, primary major depressive episode, and anxiety disorder, Tourette's Syndrome.

Controls for IMAGE II

The control subjects used were drawn from Affymetrix 6.0 genotyped subjects from the NIMH genetics repository. They had been collected through a US Nationally representative survey panel (of approximately 60,000 adult individuals at any one time, with constant turnover) ascertained via random digit dialing. Participants were screened for psychosis and bipolar disorder. Control participants were not screened for ADHD. A blood sample was collected via a US national phlebotomy service. Control participants gave written consent for their biological materials to be used for medical research at the discretion of NIVIH. Controls were genotyped using the Affymetrix 6.0 array, at the Broad Institute National Center for Genotyping and Analysis. Genotype calls were made with the BIRDSEED program, a module of the BIRDSUITE package.

Network Analysis

We used Cytoscape Software 4 to identified 228 genes within 2 degrees of relation to 8 GRM genes based on the merged human interactome. We clustered this network of genes into 17 distinct modular clusters based solely on network topology using the ClusterViz plug in for the software using the FAG-EC algorithm with default parameters. Component genes of each of the 17 modules were submitted to DAVID⁴⁴ to assess the significance of functional enrichment using Homo sapiens GO annotations.

The following examples are provided to illustrate certain embodiments of the invention. They are not intended to limit the invention in any way.

Example I Metabotropic Glutamate Receptor Gene Alterations Associated with ADHD

Several rare recurrent CNVs have been identified that are overrepresented in multiple independent ADHD cohorts that impact genes involved in glutamatergic neurotransmission, an important mediator for the developing brain and normal brain function. These results implicate variations involving glutamatergic gene networks of the brain as contributors to the genetic susceptibility of ADHD.

Study Participants

The discovery cohort included a total of 1,013 ADHD cases of Northern European descent genotyped at Children's Hospital of Philadelphia (CHOP). This consisted of 664 cases without parents and 349 cases from complete trios recruited at CHOP (See Tables 8 and 9).

TABLE 8 Clinical Demographics of Study Participants. ADHD subjects ADHD ADHD Cohort N Age range Ancestry ascertainment CHOP ADHD trios 349 6-18 European K-SADS-IVR CHOP ADHD cases 664 6-18 European Clinical ADHD diagnosis & treatment with ADHD meds; K-SADS-IVR on majority NIMH ADHD trios 128 6-12 European DICA; Conners Scales UTAH cases 90 19-60  European WRAADDS, WURS, PRS, strict DSM-IV criteria, including age of onset before 7 IMAGE ADHD 642 6-17 European PACS, Conners, trios SDQ, WISC IMAGE II ADHD 787 5-14 European K-SADS German trios version, Kinder- DIPS, Conners parent and teacher scales, WISC, K-ABC PUWMa trios 864 6-18 European K-SADS PACS: Parental Account of Child Symptoms; Conners: Behavioral rating scales; SDQ: Strength and Difficulties Questionnaire; WISC: Wechsler Intelligence Scale for Children (WISC-IV); KSADS-IVR: Schedule for Affective Disorders and Schizophrenia for School-Age Children-IVR; DICA: Diagnostic Interview for Children and Adolescents; Kinder-DIPS: Diagnostic Interview for Psychiatric Disorders in Children, K-ABC: Kaufman-ABC intelligence scale. WRAADDS = Wender-Reimherr Adult Attention Deficit Disorder Scale; WURS = Wender Utah Rating Scale; PRS = Parent Rating Scale.

TABLE 9 K-SADS ADHD Severity of of CHOP Study Participants in Inattentive, Impulsive, and Hyperactive Domains. Diagnostic Criteria Score 1 Score 2 Score 3 Score 4 Often Careless 7 40 372 81 Loses Things 18 126 277 79 Difficulty Finishing 16 90 311 83 Listening 10 22 320 148 Concentration* 2 25 337 135 Distracted 1 10 307 182 Organizing 19 79 304 98 Avoiding 19 55 278 148 Forgetful 19 75 290 116 Interrupts 28 73 305 94 Acts Before Thinking 28 112 283 77 Shifts Activities 72 134 247 47 Blurts† 135 82 232 48 Difficulty Waiting Turn 80 172 200 48 Hyperactive 53 127 227 93 Fidgeting 15 47 301 137 Difficulty Staying Seated 45 80 287 88 On the Go 49 89 255 107 Talks Excess 37 77 255 131 Difficulty Playing Quietly 98 120 233 49 *Concentration 1 record missing †Blurts 3 records missing. Scores 1 and 2 means that symptoms are within the normal range while scores 3 and 4 are excessive.

To address replication, we accessed the IMAGE cohorts which are a part of the Genetic Association Information Network (GAIN). There were 624 IMAGE samples that met quality control criteria for the study. Access to these genotypes and intensity data for IMAGE was provided through the database of Genotypes and Phenotypes (dbGaP). The PUWMa consortium from University of California at Los Angeles, Massachusetts General Hospital, and Washington University St. Louis contributed 864 ADHD cases and 1,258 parents. The IMAGE II consortium contributed 787 ADHD cases and 898 unrelated controls. Furthermore, 128 cases recruited at the NIVIH and 90 cases recruited at The University of Utah also served for replication. The DNA samples from CHOP, NIMH, and Utah cohorts were genotyped using the Illumina Infinium HumanHap550K BeadChip at CHOP. The IMAGE cohort was genotyped using the Perlegen 600K platform. The PUWMa cohort was genotyped on the Illumina 1M BeadChip. The IMAGE II cohort was genotyped on the Affymetrix 5.0 array. To manage differences in CNV detection between arrays we used controls genotyped on platforms matching the case platforms, including: 4,105 Illumina 550k from CHOP, 3,297 Perlegen 600k from GAIN psoriasis and depression projects, 3,469 Illumina 1M from PUWMa parents and SAGE, and 2,456 Affymetrix 5.0 and 6.0 controls from the NIMH genetics repository and AGRE parents.

CNV Size and Number in Cases and Controls

To search for novel CNVs we analyzed the 1,013 CHOP cases as a discovery cohort in comparison with 4,105 control children, all of whom were of European ancestry. Data from the IMAGE, PUWMa, IMAGE II, NIMH, and Utah cohorts were used for replication, together with an independent control cohort of 9,222 genotyped on the same platforms. Thus, the control CNV frequency is robustly characterized in multiple large independent cohorts, based on the Illumina, Perlegen, and Affymetrix platforms. We note that of the 2,713 (934 cases) IMAGE samples available in dbGaP, 1,886 (624 cases) met strictly established data quality thresholds for CNVs.

The PennCNV software was used to produce CNV calls for cases and controls as previously described¹⁰. The CNV frequency of the subjects who met quality standards, which included removing substantial outliers in the count CNV call quality metric that deviated exponentially from the distribution of the majority of the cohort, resulted in 93% of subjects having 8-45 CNV calls (FIG. 1). We called four different copy number states, including 3,172 homozygous deletions (copy number, or CN=0), 27,810 hemizygous deletions (CN=1), 14,806 one copy duplications (CN=3), and 581 two copy duplications (CN=4). FIG. 8 shows an example of raw Illumina data as viewed in the BeadStudio software and the resulting CNV call. The CNV calls spanned from 3 to 598 SNPs, with an average of 14 SNPs per CNV call, with the largest CNV of 2.2 Mb and an average CNV size of 62 kb. Variable probe coverage allows for detection of CNVs down to a small physical size, provided at least 3 SNPs are present, and the CNVs were experimentally validated using qPCR.

Control individuals examined also had 93% of subjects with 8-45 CNV calls (FIG. 1). Among the CNV calls, we identified 4,471 homozygous deletions (CN=0), 49,726 hemizygous deletions (CN=1), 27,032 one copy duplications (CN=3), and 1,480 two copy duplications (CN=4). The CNV calls spanned from 3 to 708 SNPs, with an average of 12.8 SNPs per CNV call, with the largest CNV of 2.9 Mb and an average CNV size of 53.6 kb.

SNP Association Testing

We performed GWA analysis on the discovery cohort, however, we did not detect any single SNP genotype association signals that met statistical criteria for genome-wide significance (p<5×10⁻⁸) (see Tables 5, 6, and 7). However, we did observe evidence of replication of several terminal exon SNPs within the GFOD1 gene in the CHOP families, using TDT (P-value range=8×10⁻⁴-1×10⁻², for rs1866863, rs9370020, rs2254292, and rs2439565). We additionally report observed significance for other SNPs reported previously (Lesch, et al. 2008; Zhou, et al. 2008) with converging evidence in Table 10.

TABLE 10 SNP GWAS Significance of Top Ranked ADHD Associated SNPs Reported by Lesch and Zhou. A) ADHD TDT CHOP Illumina 550k data; B) ADHD Case: Control CHOP Illumina 550k data; C) ADHD IMAGE Perlegen 600k data. A) CHR SNP BP A1 A2 T U OR CHISQ P 2 rs2241685 1896290 1 2 72 62 1.161 0.7463 0.3877 2 rs13395022 79793915 2 1 136 136 1 0 1 2 rs2587695 120038047 1 2 183 197 0.9289 0.5158 0.4726 2 rs2242073 208819551 2 1 108 106 1.019 0.01869 0.8913 2 rs1110998 217169458 1 2 175 159 1.101 0.7665 0.3813 3 rs10510238 2876647 2 1 84 93 0.9032 0.4576 0.4987 3 rs9879164 54040611 2 1 185 198 0.9343 0.4413 0.5065 3 rs2084358 57457928 2 1 182 198 0.9192 0.6737 0.4118 3 rs10490808 59939739 2 1 175 204 0.8578 2.219 0.1363 3 rs10510850 60542142 1 2 90 83 1.084 0.2832 0.5946 4 rs755403 6507714 2 1 195 180 1.083 0.6 0.4386 4 rs10516182 7143981 2 1 155 169 0.9172 0.6049 0.4367 4 rs7697323 7801488 1 2 180 222 0.8108 4.388 0.03619 5 rs173754 65102081 1 2 218 202 1.079 0.6095 0.435 5 rs258082 66166352 1 2 199 205 0.9707 0.08911 0.7653 6 rs160666 2719051 2 1 179 181 0.989 0.01111 0.9161 6 rs2842643 41758714 2 1 180 149 1.208 2.921 0.08744 6 rs3799977 44945334 2 1 209 183 1.142 1.724 0.1891 6 rs8180608 89064414 2 1 178 218 0.8165 4.04 0.04442 6 rs1358601 91532294 1 2 180 181 0.9945 0.00277 0.958 6 rs6921403 154156020 2 1 86 90 0.9556 0.09091 0.763 7 rs2237349 28536203 2 1 176 191 0.9215 0.6131 0.4336 7 rs2002865 154132035 2 1 134 157 0.8535 1.818 0.1776 8 rs6991017 5508780 2 1 127 126 1.008 0.003953 0.9499 8 rs2248529 14657354 1 2 188 190 0.9895 0.01058 0.9181 8 rs4961315 142110882 2 1 186 152 1.224 3.42 0.06441 9 rs2418326 114759028 1 2 141 142 0.993 0.003534 0.9526 9 rs2502731 128056111 2 1 170 178 0.9551 0.1839 0.668 14 rs10483393 31530235 1 2 146 137 1.066 0.2862 0.5927 15 rs2556560 42609135 2 1 169 171 0.9883 0.01176 0.9136 16 rs8060494 78808972 2 1 190 174 1.092 0.7033 0.4017 17 rs4790372 2701606 2 1 163 169 0.9645 0.1084 0.7419 17 rs12453316 69027654 1 2 177 179 0.9888 0.01124 0.9156 19 rs997669 34996323 2 1 201 183 1.098 0.8438 0.3583 20 rs1555322 33312595 1 2 94 79 1.19 1.301 0.2541 B) CHR SNP BP A1 F_A F_U A2 OR CHISQ P 2 rs2241685 1896290 1 0.09116 0.09283 2 0.9802 0.03733 0.8468 2 rs13395022 79793915 2 0.2088 0.2095 1 0.9961 0.002865 0.9573 2 rs2587695 120038047 1 0.4973 0.4922 2 1.021 0.1161 0.7333 2 rs2242073 208819551 2 0.1605 0.1568 1 1.029 0.1216 0.7273 2 rs1110998 217169458 1 0.3116 0.2928 2 1.093 1.886 0.1697 3 rs10510238 2876647 2 0.1293 0.1376 1 0.9304 0.6621 0.4158 3 rs9879164 54040611 2 0.4218 0.4359 1 0.9441 0.9084 0.3406 3 rs2084358 57457928 1 0.5184 0.4722 2 1.203 9.597 0.001949 3 rs10490808 59939739 2 0.4068 0.4266 1 0.9218 1.8 0.1797 3 rs10510850 60542142 1 0.1211 0.1116 2 1.097 1.001 0.3172 4 rs755403 6507714 2 0.3985 0.3973 1 1.005 0.007242 0.9322 4 rs10516182 7143981 2 0.2801 0.2954 1 0.9279 1.274 0.259 4 rs7697323 7801488 1 0.3782 0.38 2 0.9927 0.0142 0.9051 5 rs173754 65102081 1 0.4925 0.4915 2 1.004 0.004285 0.9478 5 rs258082 66166352 1 0.4619 0.4521 2 1.04 0.4342 0.5099 6 rs160666 2719051 2 0.2857 0.3025 1 0.9222 1.515 0.2183 6 rs2842643 41758714 2 0.2932 0.2909 1 1.011 0.02797 0.8672 6 rs3799977 44945334 2 0.4306 0.4076 1 1.099 2.452 0.1174 6 rs8180608 89064414 2 0.4101 0.4441 1 0.8703 5.265 0.02176 6 rs1358601 91532294 1 0.3852 0.3846 2 1.003 0.002076 0.9637 6 rs6921403 154156020 2 0.1373 0.1405 1 0.9736 0.09408 0.7591 7 rs2237349 28536203 2 0.4109 0.4082 1 1.011 0.03276 0.8564 7 rs2002865 154132035 2 0.2075 0.217 1 0.9445 0.6065 0.4361 8 rs6991017 5508780 2 0.1891 0.1873 1 1.012 0.02315 0.8791 8 rs2248529 14657354 1 0.3604 0.363 2 0.9888 0.03305 0.8557 8 rs4961315 142110882 2 0.2959 0.2995 1 0.983 0.06846 0.7936 9 rs2418326 114759028 1 0.2534 0.252 2 1.007 0.01179 0.9135 9 rs2502731 128056111 2 0.3626 0.3508 1 1.053 0.6767 0.4107 14 rs10483393 31530235 1 0.2272 0.2203 2 1.041 0.3146 0.5749 15 rs2556560 42609135 2 0.419 0.4215 1 0.9899 0.02811 0.8668 16 rs8060494 78808972 2 0.3215 0.3228 1 0.9943 0.008131 0.9282 17 rs4790372 2701606 2 0.3014 0.3112 1 0.9546 0.5122 0.4742 17 rs12453316 69027654 1 0.3612 0.3662 2 0.9788 0.1193 0.7298 19 rs997669 34996323 2 0.4023 0.3876 1 1.064 1.025 0.3114 20 rs1555322 33312595 1 0.1279 0.1277 2 1.002 0.0004034 0.984 C) CHR SNP BP A1 A2 T U OR CHISQ P 1 rs2281597 34132445 0 2 0 0 NA NA NA 1 rs642969 197590139 0 2 0 0 NA NA NA 2 rs2587695 120038287 1 2 320 294 1.088 1.101 0.2941 2 rs2242073 208702290 2 1 185 182 1.016 0.02452 0.8756 3 rs10510850 60542142 1 2 109 115 0.9478 0.1607 0.6885 3 rs17233461 125807474 2 1 305 322 0.9472 0.4609 0.4972 4 rs755403 6440543 2 1 296 278 1.065 0.5645 0.4525 4 rs3857174 7089831 2 1 202 217 0.9309 0.537 0.4637 4 rs7697323 7734317 1 2 269 278 0.9676 0.1481 0.7004 5 rs1457720 110998762 2 1 247 260 0.95 0.3333 0.5637 6 rs160666 2719051 2 1 248 262 0.9466 0.3843 0.5353 6 rs3799977 44945334 2 1 302 282 1.071 0.6849 0.4079 6 rs6921403 154105599 2 1 149 150 0.9933 0.003344 0.9539 8 rs6991017 5508780 2 1 193 191 1.01 0.01042 0.9187 9 rs2418326 116719295 1 2 236 210 1.124 1.516 0.2183 9 rs2416606 119862757 2 1 264 262 1.008 0.007605 0.9305 10 rs16928529 72652991 2 1 277 312 0.8878 2.08 0.1493 10 rs11594082 72969259 1 2 126 138 0.913 0.5455 0.4602 10 rs10786284 98125495 0 1 0 0 NA NA NA 10 rs515910 105956394 2 1 300 272 1.103 1.371 0.2417 11 rs3893215 17721406 0 2 0 0 NA NA NA 11 rs10830468 87604834 0 2 0 0 NA NA NA 12 rs4964805 102716954 0 2 0 0 NA NA NA 13 rs7995215 93206507 1 2 279 317 0.8801 2.423 0.1196 14 rs2239627 22705999 0 2 0 0 NA NA NA 14 rs10483286 24273582 0 2 0 0 NA NA NA 16 rs10514604 83003885 0 2 0 0 NA NA NA 17 rs2440129 6847295 0 2 0 0 NA NA NA

Segment-Based Comparative Analysis of CNVs

To identify novel genomic loci harboring CNVs potentially contributing to ADHD, we applied a segment-based scoring approach that scans the genome for consecutive SNPs with more frequent copy number changes in cases compared to controls as we have previously described (Glessner, et al. 2009; Wang, et al. 2007). The genomic span for these consecutive SNPs delineates common copy number variation regions, or CNVRs. In the CHOP cohort, we identified 10 CNVRs that were observed in multiple cases but not in controls, as well as 2CNVRs that had higher frequency in cases compared to controls. To ensure reliability of our CNV detection method, we experimentally validated all CNVRs using quantitative PCR (qPCR), a method commonly used for independent validation of CNVs (FIG. 7). Thus, we have applied a separate validation technique on all the CNVs reported to ensure positive confirmation. Using this approach, we have identified and experimentally validated a total of 12 CNV loci that were either observed in ADHD cases only or overrepresented in the ADHD cases that we subsequently took forward for replication in independent study cohorts.

Replication analysis was performed in five independent cohorts, including ADHD subjects from IMAGE, PUWMa, IMAGE II, NIMH, and Utah. Based on the 10 case-specific CNVs from the discovery cohort, 3 were also exclusive to replication cohort cases, notably GRM7, GRM8 and NEGR1, with resulting combined P-values of 3.52×10⁻⁶ and 8.14×10⁻⁵, for GRM8 and GRM7, respectively (Table 3A). A third GRM gene, GRM5, was observed in 10 ADHD cases (10/3,506) and one control (1/13,327) with resulting P=1.36×10⁻⁶ (Table 3A). GRM1 was observed in 8 cases and 2 controls P=1.05×10⁻⁴. While odds ratios (ORs) could not be estimated for GRM7 and GRM8, since these CNVs were absent in the control subject, the ORs of GRM5 and GRM1 amounted to 38.12 and 15.24, respectively (Table 3), suggesting that the contribution of these CNVs to the ADHD phenotype is potentially high. Thus, these 4 GRM genes were impacted by CNVs that associated with ADHD and replicated successfully in the independent ADHD cohorts (Table 3 and Table 11), whereas the other CNV loci were also observed to be enriched in the ADHD cases, albeit at nominally significant P values (Table 3b and Table 11).

TABLE 11 Discovery, Replication, and Combined Significance of CNV Regions. Permuted Permuted Permuted Discovery Replication Combined Discovery Replication Combined CNVR P-value P-value P-value P-value P-value P-value Type Gene chr11: 88269449-88351661 1.53 × 10 ⁻³ 5.29 × 10 ⁻⁴ 1.36 × 10 ⁻⁶ 0.025 0.001 0.002 Del GRM5 chr7: 126441593-126621501 7.74 × 10 ⁻³ 4.35 × 10 ⁻⁴ 3.52 × 10 ⁻⁶ 0.013 <0.001 <0.001 Del GRM8 chr3: 7183953-7197236 1.53 × 10 ⁻³ 4.53 × 10 ⁻² 8.14 × 10 ⁻⁵ 0.011 0.039 <0.001 Del GRM7 chr6: 146657076-146694047 4.42 × 10 ⁻³ 9.63 × 10 ⁻³ 1.05 × 10 ⁻⁴ 0.006 <0.001 <0.001 Dup GRM1 chr1: 72317292-72328395 1.53 × 10⁻³ 2.13 × 10⁻¹ 3.91 × 10⁻⁴ 0.036 0.213 0.011 Dup NEGR1 chr7: 153495598-153564827 1.53 × 10⁻³ 6.82 × 10⁻² 4.08 × 10⁻⁴ <0.001 0.058 <0.001 Dup DPP6 chr5: 65027976-65046520 1.53 × 10⁻³ 1.17 × 10⁻¹ 4.68 × 10⁻⁴ 0.003 0.108 0.001 Del SGTB/NLN chr1: 56053497-56064495 3.91 × 10⁻² 2.12 × 10⁻² 1.54 × 10⁻³ 0.035 0.024 <0.001 Del USP24 chr19: 38427720-38444834 4.42 × 10⁻³ 2.89 × 10⁻¹ 4.95 × 10⁻³ 0.002 0.262 0.007 Del SLC7A10 chr3: 1844168-1859889 1.53 × 10⁻³ 4.12 × 10⁻¹ 8.81 × 10⁻³ 0.008 0.416 0.015 Del CNTN4 chr2: 81419297-81446082 3.91 × 10⁻² 2.89 × 10⁻¹ 3.83 × 10⁻² 0.046 0.294 0.032 Dup CTNNA2 chr4: 113772340-113788584 3.91 × 10⁻² 2.89 × 10⁻¹ 3.83 × 10⁻² 0.033 0.288 0.042 Dup LARP7 The top 4 most significant loci are shown in bold.

FIG. 9 shows the CNV deletions observed at the GRM5 locus (10 cases vs 1 control), using UCSC Genome Browser (12) with Build 36 of the human genome. Experimental validation of IMAGE, PUWMa, IMAGE II, NIMH, and Utah CNVs, using qPCR, together with Raw BAF and LRR plots are shown in FIGS. 2-4.

Taken together, we have uncovered four genes directly impacted by CNVRs in multiple independent cohorts that belong to the metabotropic glutamate receptor gene family (InterPro category “GPCR, family 3, metabotropic glutamate receptor”; P=2.1×10⁻⁹). It is also noteworthy that both GRM2 and GRM6 were found to be impacted by deletions in single ADHD cases in the IMAGE II cohort and were absent in the control subjects. We additionally evaluated the significance of the GRM genes, using TDT in the same cohort, and the best support was observed for GRM7, P=8.35×10⁻⁵ (Table 12). Furthermore, analysis was also performed to address family based CNV statistics based on transmission disequilibrium and de novo events in the family-based subset of 311 CHOP families and 422 IMAGE families (Tables 12 and 14).

TABLE 12 ADHD Genotype GWAS of Glutamatergic Genes. The most significant SNP genotype association in each of the eight GRM gene regions. A) ADHD TDT CHOP Illumina 550k B) ADHD Case: Control CHOP Illumina 550k C) ADHD IMAGE Perlegen 600k. A) CHR SNP BP A1 A2 T U OR CHISQ P Gene 11 rs4237549 88407924 2 1 31 61 0.5082 9.783 0.001762 GRM5 7 rs17864159 126444172 1 2 22 46 0.4783 8.471 0.003609 GRM8 6 rs3887555 34177040 1 2 208 161 1.292 5.986 0.01442 GRM4 7 rs6943762 86047914 2 1 69 99 0.697 5.357 0.02064 GRM3 3 rs7623055 7485891 1 2 151 193 0.7824 5.128 0.02354 GRM7 6 rs362839 146721428 2 1 125 161 0.7764 4.531 0.03328 GRM1 3 rs4687770 51730105 2 1 114 94 1.213 1.923 0.1655 GRM2 5 rs2078183 178357150 2 1 190 210 0.9048 1 0.3173 GRM6 B) CHR SNP BP A1 F_A F_U A2 OR CHISQ P Gene 3 rs7623055 7485891 1 0.3582 0.4129 2 0.7936 15.48 8.35E−05 GRM7 11 rs1354411 88016449 2 0.03643 0.0566 1 0.6302 10.21 0.001396 GRM5 7 rs2283100 126643293 2 0.2281 0.193 1 1.235 9.527 0.002024 GRM8 6 rs1873250 34130718 2 0.2134 0.2455 1 0.8338 7.062 0.007873 GRM4 7 rs10952890 86193151 1 0.02753 0.03917 2 0.6945 4.782 0.02877 GRM3 5 rs2078183 178357150 2 0.4593 0.4897 1 0.8852 4.605 0.03189 GRM6 6 rs1983635 146707365 2 0.316 0.2917 1 1.122 3.515 0.06081 GRM1 3 rs4687592 51630896 1 0.03442 0.04041 2 0.8464 1.191 0.2752 GRM2 C) CHR SNP BP A1 A2 T U OR CHISQ P Gene 6 rs12206652 34173960 2 1 265 216 1.227 4.992 0.02547 GRM4 11 rs160195 87932621 2 1 302 253 1.194 4.326 0.03753 GRM5 7 rs11563486 126621501 1 2 130 162 0.8025 3.507 0.06112 GRM8 3 rs11717471 7599469 2 1 238 280 0.85 3.405 0.06498 GRM7 6 rs2300620 146745874 2 1 160 133 1.203 2.488 0.1147 GRM1 7 rs1468413 86271589 1 2 190 162 1.173 2.227 0.1356 GRM3 5 rs7725272 178338994 2 1 289 261 1.107 1.425 0.2325 GRM6 3 rs6445959 51747387 2 1 169 153 1.105 0.795 0.3726 GRM2

In view of the above finding, we hypothesized that genes interacting with GRM receptor genes would collectively have more cases enriched with CNVs in comparison with healthy controls. We identified 228 genes within 2 degrees of relation to GRM genes based on the merged human interactome provided by the Cytoscape Software (Shannon, et al. 2003). We evaluated these genes in 1,231 ADHD case samples and 4,105 control samples, all of which were genotyped on the same platform at CHOP, for evidence of enrichment in the ADHD case samples (P<0.05). We detected 67 GRM receptor interacting genes that were enriched for CNVs in cases, in comparison with 16 genes in the controls, confirming over 3-fold enrichment in CNVs in this gene network in the ADHD cases (P=4.38×10¹⁰, FIG. 10).

We subsequently clustered the above second degree GRM receptor gene interaction network to define highly interconnected modules of genes based on network topography, and looked for enrichment of gene ontology (GO) annotations within these modules. As shown in FIG. 11, GRMs do not form a large number of interactions, but importantly serve to coordinate functional modules of other sets of genes. For instance, GRM1 harbors duplications significantly enriched in ADHD cases and serves to coordinate functional modules involved in housekeeping functions such as carbohydrate metabolism, phosphorylation, apoptosis and ion binding. GRM5 and GRM7 both harbor deletions significantly enriched in cases and cluster within a functional module involved in synaptic transmission and alternative splicing. Specifically, GRM5 serves to coordinate alternative spicing with synaptic transmission and other neuronal processes at the post-synaptic density, while GRM7 coordinates functional modules integrating neurological processes and synaptic activity with housekeeping functions such as cytoskeletal organization and apoptosis. GRM8 also harbors deletions significantly enriched in cases and is itself contained within a functional module that is involved in synaptic transmission and neurogenesis. Although not significantly enriched in cases, GRM3 has duplications that are more frequently observed in cases and serves to coordinate ubiquitination pathways, RNA binding, splicing, and processing, and neuronal migration, with neurological processes including synaptic transmission with effects of behavior and cognition.

Example II Multiplex SNP Panel for Diagnosis of ADHD

As described above in Example I, several genetic alterations have been found to be associated with the ADHD phenotype. The information herein above can be applied clinically to patients for diagnosing an increased susceptibility for developing ADHD, and therapeutic intervention. A preferred embodiment of the invention comprises clinical application of the information described herein to a patient. Diagnostic compositions, including microarrays, and methods can be designed to identify the genetic alterations described herein in nucleic acids from a patient to assess susceptibility for developing ADHD. This can occur after a patient arrives in the clinic; the patient has blood drawn, and using the diagnostic methods described herein, a clinician can detect a SNP in the genetic regions listed in Tables 13A and 13B below. The typical age range for a patient to be screened is between 1 and 12 years of age. The information obtained from the patient sample (e.g., nucleic acids), which can optionally be amplified prior to assessment, will be used to diagnose a patient with an increased or decreased susceptibility for developing ADHD. Kits for performing the diagnostic method of the invention are also provided herein. Such kits comprise a microarray comprising at least one of the SNPs provided herein in and the necessary reagents for assessing the patient samples as described above. In an alternative embodiment, a multiplex SNP panel is employed and the patient sample is assessed for the presence or absence of all the SNPs listed in the Tables below.

Table 13A provides all the genes, physical genome ranges, and SNP ranges of the ADHD markers disclosed. Table 13B provides a “SNPList” which is a minimal set for a “diagnostic array” such as veracode which is technlology approved by FDA. Optimally, the flanking SNPs to these CNVs are included as well as intervening SNPs as they could all be used to capture the CNV.

When we perform the testing, the clustering algorithm GenCall will be run on the sample set and SNPs poorly clustered or significantly deviating from Hardy Weinberg equilibrium will be reviewed. Copy number variations (CNVs) will be detected using our PennCNV hidden Markov model (HMM) copy number variation algorithm. Median normalization which is default is turned off since the data of targeted regions instead of distributed genome-wide does not provide enough information for median normalization. For optimization, the HMM can be trained with good quality data suited to the specific array observed values (call rate >98% and standard deviation of log r ratio <0.3). PennCNV will detect regions of contiguous SNPs with intensity (log R Ratio) trending below 0 indicating deletion or trending above 0 indicating duplication. If no such trend is observed, no CNV call will be made indicating a normal diploid state. In tandem, the genotype data is evaluated in a continuous physical position for homozygous genotypes indicating deletion or AAB and ABB genotypes indicating duplication weighted with positive correlation for control minor allele frequency.

The identity of ADHD-involved genes and the patient results will indicate which variants are present, and will identify those that possess an altered risk for developing ADHD. The information provided herein allows for therapeutic intervention at earlier times in disease progression that previously possible. Also as described herein above, the GRM receptor family provides novel targets for the development of new therapeutic agents efficacious for the treatment of ADHD. In particular, it would be desirable to modulate expression of such genes in those patients that are more prone to develop the disease.

TABLE 13A Multiplex SNP Panel. Del Counts Dup Counts Gene Range (B36/hg18) StartSNP EndSNP (cases:controls) (cases:controls) GRM5 chr11: 88269449-88351661 rs604179 rs669724 10:1  0:0 GRM8 chr7: 126525124-126536202 rs7794734 rs2237790 8:0 0:0 GRM7 chr3: 7183953-7197236 rs1516302 rs6784317 6:0 0:0 GRM1 chr6: 146657076-146694047 rs12200797 rs362949 0:0 8:2 NEGR1 chr1: 72317292-72328395 rs12033161 rs2821257 0:0 5:0 DPP6 chr7: 153495598-153564827 rs4389846 rs12703329 0:0 8:2 SGTB/NLN chr5: 65027976-65046520 rs10073281 rs972501 6:1 0:0 USP24 chr1: 56053497-56064495 rs7527177 rs4333889 6:2 0:0 SLC7A10 chr19: 38427720-38444834 rs748680 rs4530278 7:5 0:0 CNTN4 chr3: 1844168-1859889 rs10510218 rs7625240 7:6 0:0 CTNNA2 chr2: 81419297-81446082 rs4430978 rs1595071 4:3 0:0 LARP7 chr4: 113772340-113788584 rs12054518 rs7690429 4:3 0:0 ACAT1 chr11: 107497467-107523485 rs3741049 rs11212525 0:0 1:0 ACCN1 chr17: 28364218-29507938 rs28933 rs11080254 0:0 3:1 ACTR2 chr2: 65308405-65351891 rs268859 rs4671124 1:0 0:1 ADCY1 chr7: 45580645-45729237 rs4724420 rs3735666 0:0 1:1 ADRBK1 chr11: 66790668-66810933 rs12274774 rs12274774 1:0 0:0 ALDOA chr16: 29971972-29989236 rs9928448 rs2071390 3:8 2:6 APP chr21: 26174731-26465003 rs3787620 rs462281 0:0 8:2 ARL15 chr5: 53216370-53642160 rs271246 rs35947 1:1 2:0 ATXN7L3 chr17: 39624698-39631055 rs11652516 rs11652516 1:1 0:0 BDKRB2 chr14: 95740949-95780538 rs1959053 rs2069591 1:1 0:0 CA8 chr8: 61263976-61356508 rs7460476 rs6998745 0:0 1:0 CACNA1B chr9: 139892061-140136452 rs10867084 rs2606358 0:0 2:2 CACYBP chr1: 173235193-173247786 rs6425310 rs11590474 1:0 0:0 CALM1 chr14: 89933125-89944363 rs2300497 rs1058903 1:2 0:0 CHRM3 chr1: 237616487-238116519 rs4130463 rs536477 0:0 2:1 CIC chr19: 47480656-47491789 rs3826706 rs3826706 1:1 0:0 CNP chr17: 37372284-37383280 rs8078650 rs11079028 1:2 0:0 CRHR1 chr17: 41217448-41268973 rs4792886 rs17763104 1:0 0:0 DISC1 chr1: 229829183-230243641 rs2082552 rs980989 0:0 4:7 DYNLL1 chr12: 119392042-119420681 rs606443 rs580016 0:0 1:0 FPR1 chr19: 56940837-56946962 rs867228 rs4801891 0:0 1:1 GAPDH chr12: 6513917-6517797 rs1060619 rs1060619 0:2 1:1 GNA15 chr19: 3087229-3114741 rs1465245 rs1637656 1:1 1:0 GNAI2 chr3: 50238727-50271790 rs11716295 rs2236944 2:4 0:0 GNAO1 chr16: 54783648-54948650 rs16956168 rs3790116 0:0 1:1 GNAQ chr9: 79525010-79836012 rs6560613 rs1930543 1:0 0:0 GRIK1 chr21: 29831124-30234153 rs2832390 rs2255821 0:0 8:2 GRIK3 chr1: 37039200-37272431 rs528137 rs563293 1:0 0:0 GRM1 chr6: 146390610-146800427 rs12196298 rs2942 0:0 7:2 GRM3 chr7: 86111165-86332128 rs701332 rs6967992 0:0 1:0 GRM5 chr11: 87880625-88420888 rs308884 rs7931721 4:0 3:2 GRM7 chr3: 6877926-7758217 rs6443074 rs17047886 4:0 0:0 GRM8 chr7: 125865892-126670546 rs13240504 rs13246388 3:0 1:1 GSN chr9: 123003581-123134941 rs1590345 rs306772 1:0 1:0 HOMER1 chr5: 78705541-78845456 rs3822568 rs11948804 0:0 1:0 HTR2A chr13: 46305513-46368995 rs3803189 rs6312 0:0 1:0 MAPK1 chr22: 20443946-20551970 rs2298432 rs2876981 1:0 0:0 MTHFD1 chr14: 63924845-63996474 rs8011839 rs2281603 1:1 0:0 MX1 chr21: 41714311-41753008 rs457920 rs468811 0:0 7:2 NARG1 chr4: 140442125-140531385 rs13147688 rs2060685 1:0 0:0 NMI chr2: 151835230-151854620 rs446791 rs2113509 0:0 1:0 PCBP3 chr21: 46092504-46186795 rs11701789 rs8133858 3:2 6:3 PDE1C chr7: 31759156-32305466 rs917749 rs215605 1:0 1:1 PPP2R1A chr19: 57385045-57421483 rs13344984 rs7259175 0:0 1:0 PRPSAP1 chr17: 71818609-71861526 rs407281 rs8075628 1:0 1:1 PSMD11 chr17: 27795614-27832155 rs9889352 rs12162135  2:24 1:0 PSMD13 chr11: 226976-242981 rs1045288 rs6598055 0:4 1:2 PXN chr12: 119132639-119187892 rs10128770 rs1151836 0:0 1:0 QRICH2 chr17: 71781724-71815356 rs347675 rs346789 1:1 0:1 RANBP1 chr22: 18485023-18494706 rs2238798 rs2238798 2:3 0:9 RAP2A chr13: 96884476-96918245 rs2389908 rs2389908 0:0 1:1 RCC1 chr1: 28717331-28738194 rs10915206 rs10915206 0:0 1:0 RGS12 chr4: 3285671-3411438 rs12643903 rs16844364 2:0 0:0 RIF1 chr2: 151974645-152040665 rs2444256 rs16830067 0:0 1:0 RUVBL2 chr19: 54188967-54210994 rs12610125 rs7256033 1:0 0:3 RYR1 chr19: 43616179-43770044 rs919781 rs10408694 1:2 1:1 RYR2 chr1: 235272324-236063911 rs1881548 rs6429040 1:0 1:0 SDC3 chr1: 31118568-31154067 rs2282440 rs10158813 1:0 0:1 SELE chr1: 167958405-167969803 rs5368 rs5353 1:0 0:0 SERPINB9 chr6: 2832502-2848506 rs318477 rs9503330 0:0 1:0 SETD4 chr21: 36328708-36358576 rs2835239 rs2835263 2:0 8:3 SHANK1 chr19: 55856895-55912007 rs4802724 rs3745530 0:0 1:0 SORD chr15: 43102643-43154331 rs11636774 rs2854439 0:0 1:0 STRAP chr12: 15926612-15947677 rs16911383 rs10846246 0:0 1:1 TK1 chr17: 73681775-73694726 rs1065769 rs11653181 2:0 0:2 TNIK chr3: 172264363-172660546 rs12486818 rs10936688 1:0 0:0 VHL chr3: 10158318-10168746 rs1642742 rs1642742 0:0 1:0

TABLE 13B A SNPList available for implementation in a diagnostic array. Gene SNP Gene SNP Gene SNP GRM5 rs506811 CNP rs11079028 HOMER1 rs12187625 GRM5 rs604179 GNAQ rs11145589 SHANK1 rs12460584 GRM5 rs1954979 BDKRB2 rs11160322 CA8 rs12550354 GRM5 rs693008 CACYBP rs11590474 PDE1C rs12701140 GRM5 rs594561 GRIK3 rs1160752 CA8 rs12708003 GRM5 rs585423 ATXN7L3 rs11652516 PCBP3 rs13050871 GRM5 rs2047507 TK1 rs11653181 ARL15 rs13164221 GRM5 rs598758 PCBP3 rs11701789 SERPINB9 rs13196459 GRM5 rs547644 GNAI2 rs11716295 PDE1C rs13238408 GRM5 rs316090 RYR2 rs11810113 PPP2R1A rs13344984 GRM5 rs656544 SDC3 rs11810325 NMI rs13383563 GRM5 rs641052 SDC3 rs12085929 RYR2 rs1361115 GRM5 rs11021670 MAPK1 rs12172554 CACNA1B rs1378954 GRM5 cnvi0116228 ADRBK1 rs12274774 RYR2 rs1409052 GRM5 rs541046 PCBP3 rs12482750 ADCY1 rs1521470 GRM5 rs475872 RUVBL2 rs12610125 PPP2R1A rs1560092 GRM5 rs694665 TNIK rs12637875 STRAP rs1564183 GRM5 rs573912 RGS12 rs12641989 GNA15 rs1637656 GRM5 rs563371 PDE1C rs12701140 VHL rs1642742 GRM5 rs533163 RGS12 rs13116176 RIF1 rs16823297 GRM5 rs5027960 RGS12 rs1320763 RIF1 rs16830067 GRM5 rs644170 PDE1C rs13238408 ARL15 rs16882366 GRM5 rs675010 RYR2 rs1361115 ARL15 rs16882383 GRM5 cnvi0050221 RGS12 rs1406674 STRAP rs16911383 GRM5 rs518167 RYR2 rs1409052 ARL15 rs169382 GRM5 rs591849 GNAQ rs1436450 APP rs17001492 GRM5 rs655683 GNA15 rs1637656 GNAO1 rs17281761 GRM5 rs597462 RGS12 rs16844364 HTR2A rs17288723 GRM5 rs539752 GSN rs16910509 ARL15 rs17413044 GRM5 rs477399 ARL15 rs17267677 DISC1 rs17804007 GRM5 rs597303 CRHR1 rs173365 DISC1 rs17804163 GRM5 rs669724 CRHR1 rs17763104 APP rs1783016 GRM5 rs677526 GNAQ rs17786782 PPP2R1A rs17835915 GRM8 rs10954144 PDE1C rs1860790 APP rs1787438 GRM8 rs7794734 MAPK1 rs1892846 ACCN1 rs1844737 GRM8 rs12375090 NARG1 rs2060685 PDE1C rs1860790 GRM8 rs6975798 CNP rs2070106 ACCN1 rs1985858 GRM8 rs1557644 ALDOA rs2071390 SETD4 rs2018721 GRM8 rs12706778 RANBP1 rs2238798 FPR1 rs2070746 GRM8 rs2237790 SETD4 rs2255734 RYR1 rs2071085 GRM8 rs11563719 RGS12 rs2269497 DISC1 rs2082552 GRM7 rs9864350 QRICH2 rs2279053 ACCN1 rs2087633 GRM7 rs1516302 QRICH2 rs2279054 NMI rs2113509 GRM7 rs1400163 TNIK rs2292005 RIF1 rs2123465 GRM7 rs965170 CALM1 rs2300497 ACCN1 rs2130818 GRM7 rs11131064 CALM1 rs2300502 APP rs214488 GRM7 rs10866078 PDE1C rs2302450 PXN rs2239206 GRM7 rs1400166 RYR1 rs2304150 GRIK1 rs2251388 GRM7 rs17235039 CRHR1 rs242939 SETD4 rs2255734 GRM7 rs10510351 CRHR1 rs242942 GRIK1 rs2268203 GRM7 rs11715681 RYR2 rs2485570 PSMD13 rs2272566 GRM7 rs6784317 RYR2 rs2490365 RYR1 rs2288888 GRM7 rs1963265 RYR2 rs2490371 PDE1C rs2302450 GRM1 rs6570746 RYR2 rs2490372 RAP2A rs2389908 GRM1 rs12200797 RYR2 rs2490373 RIF1 rs2432957 GRM1 rs1555084 RYR2 rs2490385 RIF1 rs2444256 GRM1 rs1009085 RYR2 rs2490389 RIF1 rs2444258 GRM1 rs362962 TK1 rs2661679 RIF1 rs2444263 GRM1 rs362949 ACTR2 rs268859 RIF1 rs2444273 GRM1 rs362835 SETD4 rs2835239 RYR2 rs2485570 NEGR1 rs2821267 SETD4 rs2835240 RYR2 rs2490365 NEGR1 rs12033161 SETD4 rs2835244 RYR2 rs2490371 NEGR1 rs988421 PCBP3 rs2839060 RYR2 rs2490372 NEGR1 rs2821255 TK1 rs2854701 RYR2 rs2490373 NEGR1 rs2821257 TK1 rs2854702 RYR2 rs2490385 NEGR1 rs10493493 MAPK1 rs2876981 RYR2 rs2490389 DPP6 rs3115157 GSN rs306759 ARL15 rs25860 DPP6 rs4389846 GSN rs306761 GNAO1 rs2587888 DPP6 rs4131646 GSN rs306784 ARL15 rs26775 DPP6 rs7790046 RGS12 rs3088231 HTR2A rs2770304 DPP6 rs7794112 CALM1 rs3213718 ARL15 rs277340 DPP6 rs12532924 QRICH2 rs346789 ARL15 rs28033 DPP6 rs4452722 PRPSAP1 rs346794 APP rs2829984 DPP6 rs11975478 QRICH2 rs347675 APP rs2829989 DPP6 rs11976255 PCBP3 rs373617 GRIK1 rs2832409 DPP6 rs10280963 RUVBL2 rs3764622 SETD4 rs2835239 DPP6 rs4507681 ACTR2 rs3771099 SETD4 rs2835240 DPP6 rs6955717 CRHR1 rs3785877 SETD4 rs2835244 DPP6 rs7811481 PCBP3 rs3788216 SETD4 rs2835261 DPP6 rs6945869 PCBP3 rs3788217 SETD4 rs2835263 DPP6 rs4074568 ARL15 rs3797251 MX1 rs2838037 DPP6 rs4074817 ARL15 rs3797252 PCBP3 rs2839060 DPP6 rs4726385 ARL15 rs3797255 SORD rs2854439 DPP6 rs4380850 QRICH2 rs3803737 MX1 rs2898449 DPP6 rs12703323 PDE1C rs3807618 ACCN1 rs2932925 DPP6 rs9791911 PCBP3 rs381083 SERPINB9 rs318477 DPP6 rs4397308 CIC rs3826706 SERPINB9 rs318489 DPP6 rs10224365 PCBP3 rs3827268 GRIK1 rs363426 DPP6 rs10267846 PRPSAP1 rs385689 GRIK1 rs363452 DPP6 cnvi0096121 SELE rs3917410 GRIK1 rs363456 DPP6 cnvi0096122 SELE rs3917419 GRIK1 rs363463 DPP6 cnvi0096123 ARL15 rs445953 GRIK1 rs363464 DPP6 cnvi0096124 PRPSAP1 rs449114 GRIK1 rs363472 DPP6 cnvi0096125 RGS12 rs4690096 GRIK1 rs363478 DPP6 cnvi0096126 PDE1C rs4723103 PCBP3 rs373617 DPP6 rs10952466 QRICH2 rs4789267 ACAT1 rs3741049 DPP6 cnvi0096127 CRHR1 rs4792886 SHANK1 rs3745530 DPP6 rs10952467 RUVBL2 rs4802533 SHANK1 rs3745532 DPP6 cnvi0096128 ARL15 rs4865809 RYR1 rs3745844 DPP6 cnvi0096129 BDKRB2 rs4905466 NMI rs3771886 DPP6 rs10272007 SELE rs5353 APP rs3787625 DPP6 cnvi0096130 SELE rs5361 ARL15 rs3797269 DPP6 cnvi0096131 SELE rs5367 APP rs380417 DPP6 cnvi0096132 SELE rs5368 PDE1C rs3807618 DPP6 rs4726389 GRIK3 rs550115 PCBP3 rs381083 DPP6 rs12674128 CALM1 rs5871 PCBP3 rs3827268 DPP6 rs10254647 CACYBP rs6425310 APP rs383700 DPP6 rs12703329 QRICH2 rs6501880 NMI rs3856557 DPP6 rs12668613 ACTR2 rs6745303 SHANK1 rs3893128 SGTB/NLN rs112314 NARG1 rs6848950 APP rs396969 SGTB/NLN rs10073281 GSN rs7046030 PCBP3 rs406179 SGTB/NLN rs17590975 GNAQ rs7048503 PRPSAP1 rs407281 SGTB/NLN rs972501 RUVBL2 rs7256033 PRPSAP1 rs419793 SGTB/NLN rs252646 RYR1 rs7258075 PCBP3 rs431162 USP24 rs4367814 GRIK3 rs7517274 NMI rs446791 USP24 rs7527177 SDC3 rs7529390 MX1 rs457920 USP24 rs10888939 PCBP3 rs760436 MX1 rs459498 USP24 rs4512692 RGS12 rs762864 MX1 rs466513 USP24 rs6588574 PDE1C rs7787057 MX1 rs468105 USP24 rs4333889 MTHFD1 rs8003379 MX1 rs468440 USP24 rs10493190 MTHFD1 rs8011839 MX1 rs468646 SLC7A10 rs752503 BDKRB2 rs8013400 MX1 rs469083 SLC7A10 rs748680 QRICH2 rs8074821 PDE1C rs4723103 SLC7A10 rs7256230 CNP rs8078650 PSMD13 rs473151 SLC7A10 rs10500264 MAPK1 rs8136867 PXN rs4767884 SLC7A10 rs4530278 MAPK1 rs8141815 PXN rs4767886 SLC7A10 rs736289 TNIK rs952209 SHANK1 rs4801850 CNTN4 rs9825865 MAPK1 rs9610417 FPR1 rs4801891 CNTN4 rs10510218 TK1 rs9897269 SHANK1 rs4802724 CNTN4 rs12488941 CA8 rs10092625 SHANK1 rs4802731 CNTN4 rs9860556 CA8 rs10108007 GSN rs4837820 CNTN4 rs17044355 PXN rs10128770 HTR2A rs4942587 CNTN4 rs13322503 PDE1C rs10226190 PSMD13 rs505404 CNTN4 rs6781373 GRM3 rs1024516 PSMD13 rs577259 CNTN4 rs7625240 PDE1C rs10247918 PSMD13 rs577298 CNTN4 rs1387084 PDE1C rs1035028 DYNLL1 rs580016 CTNNA2 rs6547363 PPP2R1A rs10412613 DYNLL1 rs606443 CTNNA2 rs4430978 PPP2R1A rs10420138 CA8 rs6471849 CTNNA2 rs10208516 PPP2R1A rs10423794 ACCN1 rs6505377 CTNNA2 rs1595071 PSMD13 rs1045288 PPP2R1A rs6509626 CTNNA2 rs2862499 CNR1 rs1049353 CA8 rs6984526 LARP7 rs1565010 ACCN1 rs10512455 CA8 rs6986917 LARP7 rs12054518 ACCN1 rs10512456 GRM3 rs701332 LARP7 rs1129065 SERPINB9 rs1052886 PSMD13 rs7128029 LARP7 rs4834296 GAPDH rs1060619 ACCN1 rs7220709 LARP7 rs4409021 GSN rs10739593 PPP2R1A rs7251605 LARP7 cnvi0018439 GSN rs10760165 FPR1 rs7253284 LARP7 rs4488992 GSN rs10760167 HTR2A rs731779 LARP7 rs6533635 CHRM3 rs10802802 CA8 rs7465573 LARP7 rs11722959 STRAP rs10846246 PDE1C rs7787057 LARP7 rs4555714 ACAT1 rs10890819 SORD rs8043226 LARP7 rs11946967 PSMD13 rs10902112 PRPSAP1 rs8078771 LARP7 rs2352050 RCC1 rs10915206 SHANK1 rs8103945 LARP7 rs10031435 CHRM3 rs10925969 PPP2R1A rs8106271 LARP7 rs7690429 CA8 rs10957123 MX1 rs8132871 LARP7 rs4834302 DISC1 rs11122319 PCBP3 rs8133858 RGS12 rs10027926 CACNA1B rs11137372 DISC1 rs823161 PCBP3 rs1014446 ACAT1 rs11212525 DISC1 rs823162 SDC3 rs10158813 PXN rs1151824 DISC1 rs823163 PDE1C rs10226190 PXN rs1151832 FPR1 rs867228 PDE1C rs10247918 PXN rs1151836 GSN rs878691 PDE1C rs1035028 NMI rs11551174 SETD4 rs880221 ARL15 rs10513040 CHRM3 rs11578320 GNAO1 rs922445 CALM1 rs1058903 SORD rs11636774 HTR2A rs927544 RUVBL2 rs1062708 ADCY1 rs11766192 CACNA1B rs9314645 TK1 rs1065769 CA8 rs11784742 SERPINB9 rs9392442 SDC3 rs10753239 RYR2 rs11810113 HTR2A rs9534505 GSN rs10760169 PPP2R1A rs11881878 HTR2A rs9534507 GSN rs1078305 DISC1 rs12030517 PSMD11 rs9889352 GNAQ rs10869977 DISC1 rs12084975 ACCN1 rs9903823 CRHR1 rs110402 ADCY1 rs12112953 PCBP3 rs9975850 CHRM3 rs12124903

In additional studies, we have extended our previous GRM network analysis of CNVs to a more comprehensive network of 335 genes which show significance in ADHD. The original mGluR network was generated from 271 genes, including first and second degree interacting genes as defined by the Human Interactome. The updated analysis provides more comprehensive update of the mGluR network definition to better capture functional interactions of genes with GRMs.

To generate these additional targets, the following databases were employed:

1. The Ingenuity Knowledge Base of biological interactions and functional annotations. Each Ingenuity interaction has been manually created by expert scientists with supporting publications for specific interacting molecules. 2. Published GWAS results reported in the Human Genome Epidemiology (HuGE) Navigator, which is an integrated, searchable knowledge base of genetic associations and human genome epidemiology. 3. Our own literature review of PubMed for interactions with mGuR genes. 4. Rare variants from sequencing ADHD patients not found in public domain These updated networks were used to analyze 1292 ADHD cases compared to 7449 neurologically normal controls. Negative controls were used to validate the CNV analysis algorithms in the context of biologically relevant expectations like developmental pathways (HOX genexes), cancer (Lung cancer pathway) and neuronal signaling not implicated in ADHD (GABA). The network is highly significant with CNVs identified in 17% of cases overall and 9% of controls, with OR of 2.1 and P=6.5×10⁻¹⁷. Table 13C provides the names of 64 additional genes to the 271 presented (total of 335) that were identified using the Ingenuity software. The updated analysis provides functional interactions of genes with GRMs based on the Ingenuity Knowledge Base of biological interactions and functional annotations. Each Ingenuity interaction has been manually created by expert scientists with supporting publications for specific interacting molecules. Results from the Extended CNV Analysis are as Follows:

Dataset # genes F_(cases) F_(controls) P OR Original + Ingenuity 335 0.17 0.09 6.5 × 10⁻¹⁷ 2.1 (ADHD GRMs) Hox (−ve control) 38 0.003 0.002 0.43 1.2 Lung Cancer (−ve control) 421 0.17 0.19 0.99 0.8 GABA Signaling 121 0.03 0.07 0.99 0.3 (−ve control)

TABLE 13C 335 Targets are listed herein below (includes the 271 targets from Table 13A). ACAT1 CACNA1A ERBB2 GRM2 MIR1236 PCBP3 PSMD11 SET TRPV1 ACAT2 CACNA1B ERBB4 GRM3 MIR1245 PCDHA4 PSMD13 SETD4 TUBA1A ACCN1 CACYBP ESR1 GRM4 MIR1246 PCMT1 PSMD6 SF3B14 TUBA1B ACCN2 CALB2 F2R GRM5 MIR1252 PDCD5 PSME1 SHANK1 TUBA8 ACP1 CALM1 F2RL2 GRM6 MIR1260 PDE1B PTK2B SHANK3 TUBB ACTB CALM2 F2RL3 GRM7 MIR1262 PDE1C PXN SHBG TUBG1 ACTN1 CALM3 F3 GRM8 MIR1272 PDE6G PYGL SIAH1 TXN ACTR2 CAMK1 FGF2 GSN MIR1275 PGM1 PYGM SIM1 TYMS ADA CAMK2B FKBP3 HBXIP MIR1276 PHKB QRICH2 SLC1A2 UBE2I ADCY1 CAMK4 FLNA HOMER1 MIR1284 PHKG2 RALA SLC2A1 UBE2M ADD1 CASR FOS HOMER2 MIR1291 PIAS1 RANBP1 SLC6A3 UBQLN4 ADD2 CAV1 FPR1 HOMER3 MIR1305 PIAS2 RANBP9 SLC9A3R1 UCHL1 ADORA1 CAV3 FSCN1 HSP90AB1 MIR1322 PIAS4 RAP2A SLC9A3R2 VHL ADORA2A CBX7 FURIN HTR2A MIR1323 PICK1 RCC1 SNCA VIPR1 ADRA1B CCNB1 FYN HTT MIR1324 PIK3CA RCC2 SNRPB2 YWHAQ ADRA2A CDC42 GAPDH IFNG MIR555 PIK3R1 RGS11 SOCS6 ZAP70 ADRA2C CHGB GLP1R IMPDH2 MIR559 PLA2G7 RGS12 SOCS7 ADRB2 CHP GLP2R IQGAP2 MIR591 PLCB1 RGS2 SORD ADRBK1 CHRM2 GNA15 ITGB1 MIR610 PLCB3 RGS3 SRC ADRBK2 CHRM3 GNAI1 ITGB7 MIR637 PLCG2 RGS4 STAU1 ALDOA CIC GNAI2 ITPR1 MIR641 PLD1 RGS9BP STRAP ANXA2 CNP GNAI3 KIAA0090 MIR769 POMC RHOA STX12 APTX CNR1 GNAO1 KIAA1683 MRPL14 PPIH RIF1 SUMO1 AQP1 COPB2 GNAQ KLHL17 MRPS16 PPM1A ROCK2 SYK ARHGAP24 CRHR1 GNB2L1 KPNA1 MTHFD1 PPM1B RPA2 TBCA ARL15 CYCS GNB5 KPNA3 MTNR1A PPM1D RPLP2 TBXA2R ARNT2 CYTH2 GOPC LAMA4 MTNR1B PPM1G RPN2 TCP1 ARRB1 CYTIP GOT1 LRP2BP MX1 PPP1CC RPS14 TEAD3 ARRB2 DCN GP1BA LRRC59 MYO6 PPP2R1A RRM1 TFAM ATXN7L3 DHCR7 GPR26 LTA NANS PRDX1 RUVBL2 TGFB1 BDKRB1 DLST GRASP LYAR NCK1 PRKCA RYR1 TGM2 BDKRB2 DNM3 GRB7 LYN NFKBIA PRKCG RYR2 TJP1 BDNF DRD2 GRIA1 MAGI2 NMI PRLHR S100A6 TK1 BTBD2 DRD3 GRIK3 MAP4 NPY2R PRMT1 SACS TLR10 BTG2 DSTN GRIN1 MAPK1 NR3C1 PRPSAP1 SARS TNIK C17orf44 DYNLL1 GRIP1 MAPK3 NUDC PSAT1 SCTR TPI1 C1orf116 ECHS1 GRK4 MARK4 OPRD1 PSEN1 SDC3 TRAF2 C7orf25 EFNB2 GRK5 MC4R OPTN PSMA1 SDCBP TRMT112 CA8 EGFR GRK6 MIR1200 PAFAH1B3 PSMC1 SELE TRPC1 ACAT1 EPHB1 GRM1 MIR1207 PCBP1 PSMD1 SERPINB9 TRPC3

In accordance with the present invention, it has been found that 10% of patients with ADHD carry specific types of mutations of genes that encode for metabotropic glutamate receptors (mGluRs). These mutations are sensitive and specific biomarkers for selecting and treating ADHD due to defective mGluR pathways. Furthermore, the present inventors have identified drug candidates that specifically activate the mGuRs, potentially restoring normal neurophysiology in ADHD patients with mutations in the GRM family of mGluR genes. See Table 1.

For example, compounds which may be administered in implementing the test and treat paradigm described herein include the piracetam family of nootropic agents, as described in F. Gualtieri et al., Curr. Pharm. Des., 8: 125-38 (2002). More preferably, the treating agent is a pyroglutamide. Details regarding the preparation and formulation of pyroglutamides which may be used in the practice of this invention are provided in U.S. Pat. No. 5,102,882 to Kimura et al. A particularly preferred agent for the treatment of ADHD in patients determined to have one or more of the SNPs indicative of the presence of an ADHD-associated copy number variation, as set forth in Table 13, is (+)-5-oxo-D-prolinepiperidinamide monohydrate (NS-105).

Example III

The above-identified CNV containing mGluR genes involved in ADHD pathogenesis also provide novel targets for the development of new therapeutic agents efficacious for the treatment of ADHD. To that end, methods of screening of candidate drug (agent or compound) that modulates mGluR protein interactions and associated pathology can be performed based on the information provided herein. Representative candidate drugs include nucleic acids, polypeptides, small molecule compounds and peptidomimetics.

In some cases, genetic agents can be screened by contacting the yeast cell with a nucleic acid construct coding for a gene. For example, one may screen cDNA libraries expressing a variety of genes, to identify other genes that modulate such interactions. For example, the identified drugs may modulate glutamate associated neuronal signaling, subcellular protein localization and/or neuronal cell morphology or viability. Accordingly, irrespective of the exact mechanism of action, drugs identified by the screening methods described herein are expected to provide therapeutic benefit to patients suffering from ADHD.

Suitable screening methods may employ a variety of neuronal cell types obtainable from the ATCC. Candidate drugs can be screened from large libraries of synthetic or natural compounds. One example is an FDA approved library of compounds that can be used by humans. In addition, compound libraries are commercially available from a number of companies including but not limited to Maybridge Chemical Co. (Trevillet, Cornwall, UK), Comgenex (Princeton, N.J.), Microsource (New Milford, Conn.), Aldrich (Milwaukee, Wis.), AKos Consulting and Solutions GmbH (Basel, Switzerland), Ambinter (Paris, France), Asinex (Moscow, Russia), Aurora (Graz, Austria), BioFocus DPI, Switzerland, Bionet (Camelford, UK), ChemBridge, (San Diego, Calif.), ChemDiv, (San Diego, Calif.), Chemical Block Lt, (Moscow, Russia), ChemStar (Moscow, Russia), Exclusive Chemistry, Ltd (Obninsk, Russia), Enamine (Kiev, Ukraine), Evotec (Hamburg, Germany), Indofme (Hillsborough, N.J.), Interbioscreen (Moscow, Russia), Interchim (Montlucon, France), Life Chemicals, Inc. (Orange, Conn.), Microchemistry Ltd. (Moscow, Russia), Otava, (Toronto, ON), PharmEx Ltd. (Moscow, Russia), Princeton Biomolecular (Monmouth Junction, N.J.), Scientific Exchange (Center Ossipee, N.H.), Specs (Delft, Netherlands), TimTec (Newark, Del.), Toronto Research Corp. (North York ON), UkrOrgSynthesis (Kiev, Ukraine), Vitas-M, (Moscow, Russia), Zelinsky Institute, (Moscow, Russia), and Bicoll (Shanghai, China). Combinatorial libraries are available and can be prepared. Libraries of natural compounds in the form of bacterial, fungal, plant and animal extracts are commercially available or can be readily prepared by methods well known in the art. It is proposed that compounds isolated from natural sources, such as animals, bacteria, fungi, plant sources, including leaves and bark, and marine samples may be assayed as candidates for the presence of potentially useful pharmaceutical agents. It will be understood that the pharmaceutical agents to be screened could also be derived or synthesized from chemical compositions or man-made compounds.

For example, the neuronal cells can be incubated in the presence and absence of a test compound, such as pyroglutamides (see, e.g., U.S. Pat. No. 5,102,882) and other members of the piracetam family of nootropic agents, after which the effect of the compound on glutamate signaling is assessed. Agents so identified could then be tested in whole animal models of ADHD to assess in vivo efficacy.

Agents identified using the screening assays described herein are also encompassed by the present invention.

Discussion

At present, there is a notable paucity of genome wide association studies in ADHD, and no study has reported CNVs that are significantly associated with ADHD. As such, our study represents the first large-scale, unbiased two-stage genome-wide scanning of CNVs in ADHD. Although we have previously reported GRM5 deletion in a single ADHD family with three affected children and one family with GRM7 deletion, along with 57 other non-GRM receptor genes, most of which were single events¹³, the genes from the metabotropic glutamate receptor family (GRM5, GRM7, GRM8 and GRM1) are for the first time shown to be impacted by CNVs that significantly associate with ADHD and observed to replicate in multiple independent case control data sets.

Metabotropic glutamate receptors (GRMs or mGluRs) are a class of G-protein-coupled receptors that possess a seven transmembrane region involved in the modulation of excitatory synaptic transmission in the nervous system¹⁴. There are three receptor groups based on sequence homology, putative signal transduction mechanisms, and pharmacologic properties¹⁵. GRM5 and GRM are members of Group I expressed particularly in the basal ganglia and cerebellum¹⁶, relevant brain areas for ADHD. These receptors have been shown to activate phospholipase C and it has been postulated they may play a role in addiction, anxiety and behavioral disorders¹⁷. GRM7 and GRM8 are members of Group III which is linked to the inhibition of the cyclic AMP cascade. GRM7 has been linked with anxiety¹⁸ and is the most highly conserved of all mGuR subtypes across different mammalian species¹⁹.

Evidence for glutamatergic involvement in ADHD is arising from diverse fields. While association studies investigating variants in glutamatergic receptors and transporters have reported mixed results²⁰⁻²³ a genome-wide association study investigating response to the methylphenidate in ADHD children detected nominal evidence for association of several SNPs including SNPs within GRM7 (rs3792452)²⁴. GRIN2A was reportedly associated with ADHD in a genetic linkage study²⁰ and GRIN2B was associated by TDT²⁵. Magnetic resonance spectroscopy studies have shown increased glutamatergic tone in frontal and striatal brain regions of ADHD subjects²⁶⁻²⁸ which normalizes with stimulants and atomoxetine 29. The SLC6A3-KO (DAT-KO) mouse, an ADHD animal model, remains responsive to methylphenidate in spite of the lack of a dopamine transporter³⁰ and hyperactivity in these mice can be increased by NMDA-receptor blockers and suppressed by drugs that increase glutamatergic transmission³¹. Increased midbrain SLC6A3 and DRD4 expression were reported in rats where glutamate transporter increases were found in the striatum³² suggesting that decreases in dopamine may alter glutamate signaling. Also, glutamate receptor subunit gene (GRIN2A) disruption increased DA and serotonin metabolism in the frontal cortex and striatum of mice, and increased locomotor activity that was reduced by dopamine or serotonin receptor antagonists³³. Moreover, dysregulated expression of genes in glutametergic pathways has been observed in the SHR³⁴⁻³⁷ and in the PCB exposed rat model of ADHD³⁶. Increased levels of glutamate have been reported in the neurometabolism of ADHD brains, suggesting that altered glutamate transmission may be important in ADHD²⁸. Although the glutamate receptors that associated with ADHD in our study were deleted in three instances and duplicated in one instance, the resulting perturbations in glutamate signaling in the deleted cases could promote ADHD through a feedback loop releasing additional glutamate in an attempt to compensate for the disparity of sent and received neurotransmission signals.

Apart from the GRM family of genes, we have detected association of eight other loci with ADHD, four of which directly impact genes (Table 3B). Among those are genes with intriguing biology with respect to ADHD. DPP6 has been previously associated with Amyotrophic Lateral Sclerosis (ALS) in genome wide association studies^(38,39), and CNVs impacting DPP6 have been reported in relation with autism 4°. DPP6 and CTNNA2 (although our association does not directly impact CTNNA2) have been implicated by earlier ADHD SNP genotype GWAS⁹. NLN is an interesting candidate responsible for metabolic inactivation of neural peptides, such as Neuropeptide Y (NPY) which has previously been implicated in ADHD^(45,46). SLC7A10 has been shown to play a role in the modulation of glutamatergic transmission through mobilization of D-serine at the glutamatergic synapse. LARP7 is important for snRNP integrity, a protein complex responsible for post transcriptional splicing. NEGR1 encodes a neural cell adhesion molecule and a trans-neural growth-promoting factor in regenerative axon sprouting and neuronal growth in the mammalian brain. Interestingly, this neuronal gene was recently associated with obesity⁴¹ In the CHOP discovery cohort, Family 230 is impacted with both GRM5 deletion inherited from the mother and NEGR1 duplication inherited from the father in all three ADHD cases in the family. In spite of superior IQ levels these 3 children had severe impairment. These were the only CNV regions observed in all three familial cases and not observed in controls. Assessment of the mother using an adult ADHD Self-Report Scale⁴² indicated a likelihood of ADHD.

There are eight CNVRs presented that directly disrupt the respective gene in these regions (including GRM5, GRM7, GRM8, GRM1, NEGR1, DPP6, SGTB/NLN and LARP7) while the remainder are annotated with the closest (Table 3A and 3B). Furthermore, GRM8, GRM, SGTB/NLN, and LARP7 CNVs are exonic. Further functional studies to fully characterize the function of the associated genes in relation with the ADHD phenotypes will be conducted. Thus, our unbiased approach to assess the entire genome in multiple independent cohorts has revealed CNVs in novel genes that have not previously been studied for any potential biological or physiological impact on the brain in ADHD and await further characterization.

Given the significance of the four GRM receptor genes reported in ADHD pathogenesis and the rarity of CNVs at each of the loci, we elected to evaluate GRM receptor interacting genes for their frequency of CNV observations in cases and controls. This allows for inclusion of marginally significant loci given the prior knowledge of robust association of the GRM receptor gene family. CNVs are often very rare (<1%) at a given locus but their associations provide stronger direct correlation to the disease state than common variants as evidenced by their impressive effect sizes (see ORs in Table 3). Based on individually significant loci alone, 3.66% of ADHD cases are strongly correlated with the CNVs discovered. By extending the observations from the confident GRM family to gene networks of GRM receptor interacting/signaling genes provides 9.94% of ADHD cases with genetic characterization of their disease after adjusting for control frequency (i.e., net impact in cases). Major supporting hubs of this network include TNIK⁴⁸, GNAQ⁴⁹, and CALM1⁵⁰ (FIG. 11), previously associated with schizophrenia and epilepsy. Interestingly, the GRM receptor network gene, GRIK1, has also been associated with hyperactive/impulsive symptoms of ADHD⁸.

Taken together, our analysis of CNVs and functional enrichment of the GRM receptor gene interaction network suggests that GRMs do not form a large number of interactions, but serve to coordinate functional modules of other sets of genes. Encouragingly, some of these modules are important in the process of synaptic transmission, neurogenesis, and other neuronal processes thought to be defective in ADHD. Thus, through network analysis of CNVs impacting ADHD, we have identified modules that are important in processes such as RNA binding, processing, and alternative splicing, which have been shown to influence brain-specific synaptic activity^(51,52). Also, we have identified functional modules involved in ubiquitination, a process that we have previously linked to autism¹, which shares certain phenotypic features with ADHD. Furthermore, abnormal functional brain connectivity is a candidate factor in developmental brain disorders associated with cognitive dysfunction, including ADHD^(53,54). Thus, the impact CNVRs among the GRM family of receptors, and in particular GRM5 and GRM7, may be important to the underlying molecular etiology of ADHD.

In conclusion, using a two-stage genome-wide association approach for high-resolution CNV detection, we have identified 12 loci demonstrating enrichment of CNVs in ADHD cases as compared to controls, and successfully replicated 4 of them using independent data sets of ADHD cases and healthy controls genotyped on three different platforms matched for cases and controls. Four of the genes affected belong to the metabotropic glutamate receptor family. The network of over 200 genes interacting with glutamate receptors are collectively impacted with CNVs and capture the genetic diversity of approximately 10% of all ADHD cases. Furthermore, this network of genes interacting with the metabotropic glutamate receptors defines a set of functional modules with significant neuronal functions, defects of which are thought to underlie ADHD and other neurodevelopmental disorders. Therefore, the enrichment of genes within this molecular system for CNVs associated with ADHD suggests novel susceptibility mechanisms for the disease and will spur assessment of additional variations, including structural variations and single-base changes in candidate genes within these molecular networks. Our results call for expression and other functional assays to assess the biological effects of CNVs in these candidate genes.

TABLE 14 ADHD CNV Family Based Transmission Disequilibrium and de novo Statistical Tests. A) Illumina CHOP Deletions Enriched for Inheritance Count de novo ParDel CNVR SNPs TDTDel InhDel Del NotInh Gene Distance chr18: 74258734-74260996 3 0.001953 9 0 0 SALL3 580267 chr7: 120092385-120099982 3 0.001953 9 0 0 KCND2 0 chr4: 92499956-92502794 8 0.001953 9 0 0 KIAA1680 0 chr11: 69755529-69759313 12 0.007813 7 0 0 FADD 24395 chr4: 42400885-42403451 15 0.007813 7 0 0 ATP8A1 47238 chr5: 104463047-104518786 17 0.007813 7 0 0 NR_000039 0 chr13: 69637654-69666685 18 0.015625 6 0 0 NR_002717 25969 chr3: 195971510-195982215 5 0.03125 5 1 0 FAM43A 80455 chr19: 44369918-44376749 3 0.03125 5 1 0 LOC342897 2695 chr1: 2349841-2356176 4 0.03125 5 1 0 PEX10 15971 chr21: 45777720-45782727 3 0.03125 5 0 0 SLC19A1 0 chr10: 67748487-67785209 30 0.03125 5 0 0 CTNNA3 0 B) Illumina CHOP Duplications Enriched for Inheritance Count de novo ParDup CNVR SNPs TDTDup InhDup Dup NotInh Gene Distance chr20: 59015708-59022667 4 0.007813 7 0 0 CDH4 238287 chr12: 72808323-72832667 5 0.015625 6 0 0 BC061638 0 chr6: 73021641-73023171 3 0.03125 5 0 0 RIMS1 0 chr17: 74089903-74106726 9 0.03125 5 0 0 DNAHL1 10904 chr1: 9243828-9310031 22 0.03125 5 0 0 H6PD, 0 SPSB1 C) Illumina CHOP Deletions Enriched for de novo Count de novo de novo ParDel CNVR SNPs TDTDel InhDel Del NotInh Gene Distance chr16: 87694595-87778383 16 3.02E−05 32 2 21 AX748415, 0 CDH15, LOC197322 chr18: 65358832-65367619 18 3.02E−05 33 2 21 DOK6 0 chr12: 55902280-55923860 3 0.000367 9 3 19 NDUFA4L2, 0 NXPH4, SHMT2, STAC3 chr17: 71112486-71120734 4 0.001848 12 3 16 KIAA1783 0 chr22: 38384374-38403731 8 0.018158 4 4 13 CACNA1I 0 chr19: 15992679-15997923 2 0.025875 15 6 15 LOC126536 0 D) Illumina CHOP Duplications Enriched for de novo Count de novo de novo ParDup CNVR SNPs TDTDup InhDup Dup NotInh Gene Distance chr19: 59423491-59428132 12 4.85E−09 74 3 38 LILRB3, 0 LIR-3 chr8: 145217675-145247517 4 3.05E−05 19 0 15 CYC1, 0 MAF1, SHARPIN, hSIPL1A chr18: 64897188-64906488 48 0.000122 9 0 13 CCDC102B 23782 chr14: 104225150-104339273 35 0.00293 7 1 11 ADSS, 0 ADSSL1, AKT1, SIVA1 chr9: 138606913-138647195 17 0.005371 10 1 10 AF161442 15688 chr16: 650256-2028586 41 0.015625 8 0 6 Many 0 chr20: 61642713-61668792 11 0.03125 4 1 7 C20orf195, 0 PRIC285, SRMS chr16: 87399730-87430019 22 0.03125 7 1 7 APRT, 0 CDT1, FLJ00319, GALNS chr16: 3553005-3590430 20 0.03125 8 0 5 BTBD12, 0 NLRC3 chr22: 17257787-17355587 60 0.03125 3 0 5 DGCR6, 0 KIAA1647, PRODH E) Perlegen IMAGE Deletions Enriched for Inheritance Count de novo ParDel CNVR SNPs TDTDel InhDel Del NotInh Gene Distance chr2: 180271795-180274556 5 0.003204 2 1 13 ZNF533 0 chr14: 79919894-79924934 5 0.03125 1 0 7 BC039670 0 chr7: 19828746-19840916 7 0.041656 4 0 11 MGC42090 49005 F) Perlegen IMAGE Duplications Enriched for Inheritance Count de novo ParDup CNVR SNPs TDTDup InhDup Dup NotInh Gene Distance chr22: 17361563-17369020 3 0.015625 6 0 0 CR623368, 0 KIAA1647 chr15: 30088094-30090949 3 0.03125 5 1 0 CHRNA7 19069 chr7: 71664963-71712086 5 0.03125 5 0 0 MGC87315 0 G) Perlegen IMAGE Deletions Enriched for de novo Count Denovo de novo ParDel CNVR SNPs TDTDel InhDel Del NotInh Gene Distance chr2: 180271795-180274923 6 0.000854 2 1 13 ZNF533 0 chr10: 85445139-85446804 7 0.03125 5 1 7 GHITM 442361 H) Perlegen IMAGE Duplications Enriched for de novo Count Denovo de novo ParDup CNVR SNPs TDTDup InhDup Dup NotInh Gene Distance chr12: 31276361-31285014 9 6.87E−05 15 1 17 OVOS2 26006 chr10: 47089854-47154881 31 6.87E−05 11 1 17 AK057316 0 chr7: 140018-162903 13 0.005371 10 1 10 AL137655 23529 chr8: 2437197-2492653 23 0.03125 4 1 7 BC045738 0 chr6: 168234697-168295618 13 0.043945 5 2 8 FLJ00181 9639

TABLE 15 ADHD CNV Family Based Transmission Disequilibrium and de novo Statistical Tests. de novo de novo de novo ParDel de novo ParDup CNVR (hg18/B36/March 2006) Type TDTDel TDTDup TDTDel TDTDup InhDel Del NotInh InhDup Dup NotInh chr7: 126441593-126621501 Del 1 1 1 1 0 0 0 0 0 0 chr11: 88269449-88351661 Del 0.125 1 0 1 3 0 0 0 0 0 chr3: 7183953-7197236 Del 0.25 1 1 1 2 0 0 0 0 0 chr6: 146657076-146694047 Dup 1 1 1 1 0 0 0 0 0 0 chr7: 153495598-153564827 Dup 0.205 1 0.016 1 4 0 6 0 0 0 chr5: 65027976-65046520 Del 1 0.5 1 1 0 0 0 1 0 0 chr1: 56053497-56064495 Del 1 1 1 1 0 0 0 0 0 0 chr1: 72317292-72328395 Dup 1 1 1 1 0 0 0 0 0 0 chr19: 38427720-38444834 Del 0.183 1 0.004 1 6 0 8 0 0 0 chr3: 1844168-1859889 Del 0.063 1 0 1 4 0 0 0 0 0 chr2: 81419297-81446082 Dup 1 0.5 1 1 0 0 0 1 0 0 chr4: 113772340-113788584 Dup 0.375 1 0.5 1 2 0 1 0 0 0

TABLE 16 Sample Source Contributions to Impacting CNV Loci. Per Per CHOP CHOP NIMH Utah IMAGE Psoriasis Depression PUWMa CNVR Cases Controls cases cases cases Control Control Cases chr11: 88269449-88351661 4 0 0 0 5 0 0 1 chr7: 126441593-126621501 3 0 0 0 3 0 0 2 chr3: 7183953-7197236 4 0 0 0 2 0 0 0 chr6: 146657076-146694047 5 2 1 1 0 0 0 0 chr1: 72317292-72328395 4 0 0 0 0 0 0 1 chr7: 153495598-153564827 5 0 1 0 0 0 0 2 chr5: 65027976-65046520 4 0 0 0 1 0 0 0 chr1: 56053497-56064495 2 0 0 0 3 0 0 0 chr19: 38427720-38444834 5 2 0 0 1 0 0 1 chr3: 1844168-1859889 4 0 0 0 0 0 0 2 chr2: 81419297-81446082 2 0 0 0 1 0 3 0 chr4: 113772340-113788584 2 0 0 0 1 0 0 1 SAGE AGRE IMAGE IMAGE Illumina Affy 5.0 PUWMa II II 1M Parents CNVR Parents Cases Controls Controls Controls Type Gene chr11: 88269449-88351661 1 0 0 0 0 Del GRM5 chr7: 126441593-126621501 0 0 0 0 0 Del GRM8 chr3: 7183953-7197236 0 0 0 0 0 Del GRM7 chr6: 146657076-146694047 0 1 0 0 0 Dup GRM1 chr1: 72317292-72328395 0 0 0 0 0 Dup NEGR1 chr7: 153495598-153564827 0 0 1 0 1 Dup DPP6 chr5: 65027976-65046520 0 1 1 0 0 Del SGTB/NLN chr1: 56053497-56064495 0 1 0 0 2 Del USP24 chr19: 38427720-38444834 3 0 0 0 0 Del SLC7A10 chr3: 1844168-1859889 2 1 1 4 1 Del CNTN4 (inh) chr2: 81419297-81446082 0 1 0 0 0 Dup CTNNA2 chr4: 113772340-113788584 1 0 0 1 1 Dup LARP7

TABLE 17 Boundaries of Individual CNVs in Table 1A and 1B. Sample Exon Validation CNVR Gene Type Sample ID Region Called in Sample Distance* Run chr11: 88269449-88351661 GRM5 Del 230-3 chr11: 88269449-88351661 5,858 Y chr11: 88269449-88351661 GRM5 Del 230-4 chr11: 88269449-88351661 5,858 Y chr11: 88269449-88351661 GRM5 Del 230-5 chr11: 88269449-88351661 5,858 Y chr11: 88269449-88351661 GRM5 Del 497 chr11: 83876556-91038751 0 Y chr11: 88269449-88351661 GRM5 Del 16794 chr11: 87996654-88837360 0 Y chr11: 88269449-88351661 GRM5 Del 13304 chr11: 88109331-88827923 0 Y chr11: 88269449-88351661 GRM5 Del 13270 chr11: 88115425-88481107 0 Y chr11: 88269449-88351661 GRM5 Del 13761 chr11: 88305340-88385387 0 Y chr11: 88269449-88351661 GRM5 Del 17580 chr11: 88305340-88385387 0 N{circumflex over ( )} chr11: 88269449-88351661 GRM5 Del M.Of.M.Cs.604401 chr11: 88324615-88342595 14,924 Y chr7: 126441593-126621501 GRM8 Del 1953313026_A chr7: 126532786-126536202 0 Y chr7: 126441593-126621501 GRM8 Del 1965040688_A chr7: 126463602-126478050 54,536 Y chr7: 126441593-126621501 GRM8 Del 4011452014_A chr7: 126532786-126536202 0 Y chr7: 126441593-126621501 GRM8 Del 14125 chr7: 125660695-126036276 0 N{circumflex over ( )} chr7: 126441593-126621501 GRM8 Del 16794 chr7: 125660695-126036276 0 N{circumflex over ( )} chr7: 126441593-126621501 GRM8 Del 11804 chr7: 125679479-125937528 0 N{circumflex over ( )} chr7: 126441593-126621501 GRM8 Del 987314 chr7: 126503602-126563602 0 Y chr7: 126441593-126621501 GRM8 Del 987124 chr7: 126463602-126603602 0 Y chr3: 7183953-7197236 GRM7 Del 2023340146 chr3: 7053179-7144453 18,686 Y chr3: 7183953-7197236 GRM7 Del 068-3 chr3: 7183954-7197236 20,599 Y chr3: 7183953-7197236 GRM7 Del 068-4 chr3: 7183954-7197236 20,599 Y chr3: 7183953-7197236 GRM7 Del 4079019863_A chr3: 7183954-7197236 20,599 Y chr3: 7183953-7197236 GRM7 Del 11891 chr3: 6979874-7003319 101,280 Y chr3: 7183953-7197236 GRM7 Del 11923 chr3: 6980446-7001696 101,852 Y chr6: 146657076-146694047 GRM1 Dup 388-3 chr6: 146657077-146675511 0 Y chr6: 146657076-146694047 GRM1 Dup 387-3 chr6: 146657077-146675511 0 Y chr6: 146657076-146694047 GRM1 Dup 386-3 chr6: 146657077-146675511 0 Y chr6: 146657076-146694047 GRM1 Dup 4301337678_R02C01 chr6: 146657077-146675511 0 Y chr6: 146657076-146694047 GRM1 Dup 4305910011_R01C02 chr6: 146657077-146675511 0 Y chr6: 146657076-146694047 GRM1 Dup 1181 chr6: 146657077-146694047 0 Y chr6: 146657076-146694047 GRM1 Dup 83158 chr6: 146657077-146694047 0 Y chr6: 146657076-146694047 GRM1 Dup b3_SF_0181 chr6: 146685878-146701196 13,883 Y chr1: 72317292-72328395 NEGR1 Dup 230-3 chr1: 72317292-72328395 10,621 Y chr1: 72317292-72328395 NEGR1 Dup 230-4 chr1: 72317292-72328395 10,621 Y chr1: 72317292-72328395 NEGR1 Dup 230-5 chr1: 72317292-72328395 10,621 Y chr1: 72317292-72328395 NEGR1 Dup TD207.1 chr1: 71648994-73025013 0 Y chr1: 72317292-72328395 NEGR1 Dup M.Of.M.Cs.6308601 chr1: 72322424-72328395 10,621 Y chr7: 153495598-153564827 DPP6 Dup 332-3 chr7: 153495598-153578582 54,698 Y chr7: 153495598-153564827 DPP6 Dup 4079019863_A chr7: 153495598-153564827 68,453 Y chr7: 153495598-153564827 DPP6 Dup 4193372403_B chr7: 153495598-153554210 79,070 Y chr7: 153495598-153564827 DPP6 Dup 4243114113_R01C02 chr7: 153495598-153577484 55,796 Y chr7: 153495598-153564827 DPP6 Dup 1135 chr7: 153495598-153576455 56,825 N{circumflex over ( )} chr7: 153495598-153564827 DPP6 Dup 8201671744 chr7: 153118878-153338318 0 Y chr7: 153495598-153564827 DPP6 Dup W.Of.F.Cs.140002 chr7: 153502896-153517548 115,317 Y chr7: 153495598-153564827 DPP6 Dup W.Of.M.Cs.234002 chr7: 153545279-153559377 73,903 Y chr5: 65027976-65046520 SGTB/NLN Del 067-3 chr5: 65027976-65046520 0 Y chr5: 65027976-65046520 SGTB/NLN Del 117-3 chr5: 65027976-65046520 0 Y chr5: 65027976-65046520 SGTB/NLN Del 152-3 chr5: 65027976-65046520 0 Y chr5: 65027976-65046520 SGTB/NLN Del 1670639198_A chr5: 65027976-65046520 0 Y chr5: 65027976-65046520 SGTB/NLN Del 15962 chr5: 64483534-65101307 0 Y chr5: 65027976-65046520 SGTB/NLN Del b11_SF_1055 chr5: 65020291-65030503 3,236 Y chr1: 56053497-56064495 USP24 Del 4147907208_B chr1: 56053497-56064495 80,234 Y chr1: 56053497-56064495 USP24 Del 393-3 chr1: 56053497-56064495 80,234 Y chr1: 56053497-56064495 USP24 Del 11411 chr1: 56040939-56132401 67,676 Y chr1: 56053497-56064495 USP24 Del 11804 chr1: 56040939-56263366 67,676 Y chr1: 56053497-56064495 USP24 Del 11727 chr1: 56053497-56064840 80,234 Y chr1: 56053497-56064495 USP24 Del b2_SF_0094 chr1: 56051215-56057576 77,952 Y chr19: 38427720-38444834 SLC7A10 Del 120-3 chr19: 38415546-38444834 6,998 Y chr19: 38427720-38444834 SLC7A10 Del 224-3 chr19: 38415546-38444834 6,998 Y chr19: 38427720-38444834 SLC7A10 Del 305-3 chr19: 38415545-38434210 6,997 Y chr19: 38427720-38444834 SLC7A10 Del 134-4 chr19: 38418216-38444834 9,668 Y chr19: 38427720-38444834 SLC7A10 Del 168-3 chr19: 38423641-38444834 15,093 Y chr19: 38427720-38444834 SLC7A10 Del 11931 chr19: 38427721-38455315 19,173 Y chr19: 38427720-38444834 SLC7A10 Del W.Of.F.Cs.121001 chr19: 38423391-38442154 14,843 Y chr3: 1844168-1859889 CNTN4 Del 078-3 chr3: 1273990-1859889 0 Y chr3: 1844168-1859889 CNTN4 Del 078-4 chr3: 1273990-1859889 0 Y chr3: 1844168-1859889 CNTN4 Del 141-3 chr3: 1756625-1928413 187,137 Y chr3: 1844168-1859889 CNTN4 Del 177-3 chr3: 1844168-1936623 178,927 Y chr3: 1844168-1859889 CNTN4 Del M.Of.F.Cs.53701 chr3: 1793056-1956567 158,983 Y chr3: 1844168-1859889 CNTN4 Del U.Of.F.Cs.852301 chr3: 1835561-1852134 263,416 Y chr3: 1844168-1859889 CNTN4 Del b3_SF_0253 chr3: 1797102-1930071 185,479 Y chr2: 81419297-81446082 CTNNA2 Dup 134-4 chr2: 81035643-81654296 0 Y chr2: 81419297-81446082 CTNNA2 Dup 144-3 chr2: 81035643-81654296 0 Y chr2: 81419297-81446082 CTNNA2 Dup 11484 chr2: 81419297-81446082 152,417 Y chr2: 81419297-81446082 CTNNA2 Dup b10_SF_0900 chr2: 81352586-81386102 85,706 Y chr4: 113772340-113788584 LARP7 Dup 303-3 chr4: 113744172-113798058 0 Y chr4: 113772340-113788584 LARP7 Dup 314-3 chr4: 113744172-113798058 0 Y chr4: 113772340-113788584 LARP7 Dup 17190 chr4: 113772340-113788584 0 Y chr4: 113772340-113788584 LARP7 Dup M.Fa.M.Cs.6300503 chr4: 113769438-113801755 0 Y *exon distance of ‘0’ indicates that exon is impacted by the CNV {circumflex over ( )}sample not available for qPCR validation (sample visually validated in Bead Studio).

TABLE 18 Frequency of CNVs in GRM Receptor Interacting Genes in ADHD Cases and Controls. Del Counts Dup Counts ADHD Gene (cases:controls) (cases:controls) Enrichment ACAT1 0:0 1:0 Yes ACCN1 0:0 3:1 Yes ACTR2 1:0 0:1 Yes ADCY1 0:0 1:1 Yes ADRBK1 1:0 0:0 Yes ALDOA 3:8 2:6 Yes APP 0:0 8:2 Yes ARL15 1:1 2:0 Yes ATXN7L3 1:1 0:0 Yes BDKRB2 1:1 0:0 Yes CA8 0:0 1:0 Yes CACNA1B 0:0 2:2 Yes CACYBP 1:0 0:0 Yes CALM1 1:2 0:0 Yes CHRM3 0:0 2:1 Yes CIC 1:1 0:0 Yes CNP 1:2 0:0 Yes CRHR1 1:0 0:0 Yes DISC1 0:0 4:7 Yes DYNLL1 0:0 1:0 Yes FPR1 0:0 1:1 Yes GAPDH 0:2 1:1 Yes GNA15 1:1 1:0 Yes GNAI2 2:4 0:0 Yes GNAO1 0:0 1:1 Yes GNAQ 1:0 0:0 Yes GRIK1 0:0 8:2 Yes GRIK3 1:0 0:0 Yes GRM1 0:0 7:2 Yes GRM2 1:0 1:0 Yes GRM3 0:0 1:0 Yes GRM5 4:0 3:2 Yes GRM6 1:0 0:4 Yes GRM7 4:0 0:0 Yes GRM8 3:0 1:1 Yes GSN 1:0 1:0 Yes HOMER1 0:0 1:0 Yes HTR2A 0:0 1:0 Yes MAPK1 1:0 0:0 Yes MTHFD1 1:1 0:0 Yes MX1 0:0 7:2 Yes NARG1 1:0 0:0 Yes NMI 0:0 1:0 Yes PCBP3 3:2 6:3 Yes PDE1C 1:0 1:1 Yes PPP2R1A 0:0 1:0 Yes PRPSAP1 1:0 1:1 Yes PSMD11  2:24 1:0 Yes PSMD13 0:4 1:2 Yes PXN 0:0 1:0 Yes QRICH2 1:1 0:1 Yes RANBP1 2:3 0:9 Yes RAP2A 0:0 1:1 Yes RCC1 0:0 1:0 Yes RGS12 2:0 0:0 Yes RIF1 0:0 1:0 Yes RUVBL2 1:0 0:3 Yes RYR1 1:2 1:1 Yes RYR2 1:0 1:0 Yes SDC3 1:0 0:1 Yes SELE 1:0 0:0 Yes SERPINB9 0:0 1:0 Yes SETD4 2:0 8:3 Yes SHANK1 0:0 1:0 Yes SORD 0:0 1:0 Yes STRAP 0:0 1:1 Yes TK1 2:0 0:2 Yes TNIK 1:0 0:0 Yes VHL 0:0 1:0 Yes BTBD2 0:7  1:15 No ECHS1 0:1  1:22 No F2RL3  1:16 0:0 No GNB2L1 0:0 0:4 No HOMER3  1:12 1:9 No ITGB7 0:5  1:12 No KIAA1683  3:18 0:3 No PDE6G  3:26  1:12 No PLCB3 0:5 0:2 No PYGM  3:29 0:4 No RPLP2  8:92 1:6 No SLC6A3 0:0  0:11 No SRC  1:19 0:2 No TBCA  1:10 0:0 No TRAF2  5:24  1:11 No 40425 0:0 0:0 NoSNPsOnGene ADRA2A 0:0 0:0 NoSNPsOnGene ADRA2C 1:1 0:1 NoSNPsOnGene C17orf44 0:0 0:0 NoSNPsOnGene C7orf25 0:0 0:0 NoSNPsOnGene F2RL2 0:3 0:0 NoSNPsOnGene FKBP3 0:0 0:0 NoSNPsOnGene FSCN1 0:0 0:1 NoSNPsOnGene GRB7 0:0 0:0 NoSNPsOnGene HSP90AB1 1:0 0:0 NoSNPsOnGene IMPDH2 0:0 0:0 NoSNPsOnGene LOC642393 0:0 1:4 NoSNPsOnGene LOC653098 0:0 0:0 NoSNPsOnGene MC4R 0:0 0:0 NoSNPsOnGene MGC11082 0:0 0:0 NoSNPsOnGene MRPS16 0:0 0:0 NoSNPsOnGene NPY2R 1:0 0:0 NoSNPsOnGene PAFAH1B3 1:1 0:0 NoSNPsOnGene PCBP1 0:0 0:0 NoSNPsOnGene PCMT1 0:0 0:0 NoSNPsOnGene PHKG2 0:0 0:0 NoSNPsOnGene PRLHR 0:0 0:0 NoSNPsOnGene PSME1 0:0 0:0 NoSNPsOnGene RAB2 2:2 0:1 NoSNPsOnGene RGS2 0:0 0:0 NoSNPsOnGene S100A6 0:0 0:0 NoSNPsOnGene SET 0:0 0:0 NoSNPsOnGene SF3B14 0:0 0:0 NoSNPsOnGene TBXA2R 10:44  0:10 NoSNPsOnGene TMEM4 0:0 0:0 NoSNPsOnGene TPI1 0:0 1:1 NoSNPsOnGene TRMT112 0:1 0:2 NoSNPsOnGene TUBA1 0:0 0:0 NoSNPsOnGene TUBA1A 0:0 0:0 NoSNPsOnGene TUBA2 0:1 0:0 NoSNPsOnGene TUBB 0:0 0:0 NoSNPsOnGene TUBG1 0:1 0:0 NoSNPsOnGene ACAT2 0:0 0:0 ACCN2 0:2 0:0 ACP1 0:0 0:3 ACTB 0:0 0:0 ADA 0:0 0:0 ADD1 0:0 0:0 ADD2 0:0 0:0 ADORA1 0:0 0:1 ADRA1B 0:0 0:0 ADRB2 0:0 0:0 ANXA2 0:0 0:0 APTX 0:0 0:0 AQP1 0:0 0:1 ARHGAP24 0:0 0:0 ARRB1 0:0 0:0 ARRB2 0:0 0:1 BDKRB1 0:0 0:0 BTG2 0:0 0:1 C1orf116 0:0 0:1 CALB2 0:0 0:0 CALM2 0:0 0:0 CALM3 0:0 0:0 CAMK1 0:0 0:0 CAMK2B 0:0 0:0 CAMK4 0:0 0:0 CCNB1 0:0 0:0 CDC42 0:0 0:0 CENTG1 0:1 0:0 CHGB 0:0 0:0 CHP 0:0 0:0 CHRM2 0:0 0:0 CMPK 0:0 0:0 CNR1 0:0 3:8 COPB2 0:0 0:0 CYCS 0:0 0:0 DCN 0:0 0:0 DHCR7 0:0 0:1 DLST 0:0 0:0 DRD2 0:0 0:0 DRD3 0:0 0:0 DSTN 0:0 0:0 EGFR 0:0 0:0 EIF3S3 0:0 0:1 ERBB2 0:0 0:0 F2R 0:0 0:0 F3 0:0 0:0 FURIN 0:0 0:0 FYN 0:0 0:0 GLP1R 0:0 0:0 GLP2R 0:0 0:0 GNAI1 0:0 0:0 GNAI3 0:0 0:0 GOT1 0:0 0:0 GP1BA 0:0 0:0 GPR26 0:0 0:0 GRB2 0:0 0:0 GRIA1 0:0 0:0 GRM4 0:0 0:0 HBXIP 0:0 0:0 HD 0:0 0:0 HNRPA3 0:0 0:0 IL8RB 0:0 0:0 IQGAP2 0:0 0:0 ITGB1 0:0 0:0 ITPR1 0:0 0:0 KIAA0090 0:1 0:0 LAMA4 0:0 0:0 LRP2BP 0:3 0:0 LRRC59 0:0 0:0 LTA 0:0 0:0 LYAR 0:0 0:0 LYN 1:3 0:0 MAP4 0:0 0:0 MAPT 0:0 0:0 MARK4 0:0 0:0 MRPL14 0:0 0:0 MTNR1A 0:3 0:0 MTNR1B 0:0 0:0 MYC 0:1 0:0 MYO6 0:0 0:0 NANS 0:0 0:0 NCK1 0:0 0:0 NFKBIA 0:0 0:0 NUDC 0:0 0:1 OPRD1  3:13 0:0 PCDHA4 0:0 0:0 PCID1 0:0 0:0 PDCD5 0:0 0:0 PDE1B 0:0 0:0 PGM1 0:0 0:0 PHKB 0:0 0:0 PICK1 0:3 0:1 PIK3CA 0:0 0:0 PIK3R1 0:0 0:0 PLA2G7 0:0 0:0 PLCB1 0:0 0:0 PLCG2 0:0 0:0 PPIH 0:0 0:0 PRDX1 0:0 0:0 PRKCA 0:0 0:0 PRMT1 0:0 0:1 PSAT1 0:0 0:0 PSEN1 0:0 0:0 PSMA1 0:0 0:1 PSMC1 0:0 0:0 PSMD1 0:0 0:0 PSMD6 0:0 0:0 PTHR2 0:0 0:0 PYGL 0:0 0:0 RALA 0:0 0:0 RCC2 0:0 0:0 RHOA 0:0 0:0 RPA2 0:0 0:0 RPN2 0:0 0:0 RPS14 0:0 0:0 RRM1 0:0 0:0 SACS 0:0 0:1 SARS 0:0 0:0 SCTR 0:0 0:0 SHBG 0:0 0:0 SIAH1 0:0 0:0 SLC2A1 0:0 0:0 SNCA 0:0 0:0 SNRPB2 0:0 0:0 SOCS6 0:0 0:0 SOCS7 0:0 0:0 STAU1 0:0 0:0 STX12 0:0 0:0 SYK 0:0 0:0 TCP1 0:0 0:0 TEAD3 0:0 0:0 TFAM 0:0 0:0 TGM2 0:0 0:3 TJP1 0:0 0:2 TLR10 0:0 0:0 TUBA1B 0:0 0:0 TXN 0:0 0:0 TXNDC4 0:2 0:1 TXNL2 0:0 0:1 TYMS 0:0 0:2 UBQLN4 0:0 0:0 UCHL1 0:0 0:0 VIPR1 0:0 0:0 YWHAQ 0:0 0:0 ZAP70 0:0 0:0

TABLE 19 Gene clusters based on the network of interacting genes Cluster # Genes 1 SET, HNRPA3, RRM1, SORD, PSMC1, MTHFD1, CACYBP, PCBP1, TXNL2, 40425, SARS, PCID1, GSN, PSMD6, TBCA, MRPS16, RCC2, COPB2, RANBP1, PRMT1, ANXA2, FSCN1, RCC1, ACAT1, NUDC, EIF3S3, UCHL1, FKBP3, PDCD5, ACTR2, PSAT1, LYAR, PCBP3, SF3B14, LRRC59, ACP1, ACAT2, RUVBL2, GPR26, MAPK1, CYCS, MGC11082, STRAP, RAP2A, IMPDH2, ACTR2, PSMD1, SETD4, TRMT112, CMPK, MRPL14, SNRPB2, TEAD3, TMEM4, TFAM, DSTN, PRPSAP1, KIAA0090, PPIH, PSMA1, RPS14, DHCR7, PSMD13, TRAF2, TNIK, RPN2, TYMS, NCK1, NANS, NARG1, PPP2R1A, ECHS1, GOT1, PCMT1 2 GRB7, PYGL, CRHR1, PDE1C, CALM1, GLP1R, PYGM, PHKG2, PTHR2, PDE1B, GLP2R, ADD2, ADCY1, SCTR, PHKB, VIPR1, ADD1, PGM1, PGM1, IQGAP2 3 HBXIP, S100A6, TXN, SLC2A1, CAMK1, RAB2, PCDHA4, QRICH2, GAPDH, BTBD2, PAFAH1B3, SERPINB9, PSMD11, PRDX1, RPA2, CAMK2B, LAMA4, ARL15, TPI1, CAMK4, TK1, FYN, PGM1, ACTB, CHP 4 SLC6A3, UBQLN4, PRLHR, PICK1, CIC, APTX, ERBB2, ATXN7L3, ACCN2, AQP1, GRIA1, ACCN1, ECHS1, SACS, BTG2, LRP2BP, PRKCA 5 RALA, CDC42, DRD3, ITGB1, ITGB7, TLR10, HSP90AB1, TJP1, FURIN, VHL, MTNR1B, PSEN1, SHBG, DCN, F3, GRIK3, GP1BA, RHOA, SELE, DRD2, ARHGAP24, MTNR1A, FKBP3, ARRB2, GRM8 6 NPY2R, RGS12, GNAI3, ADRA2C, GNAI2, GNAO1, CACNA1B, GNAI1, GRM6, IL8RB, PLCB3 7 ADRA2A, PDE6G, SRC, MC4R, ARRB1, SNCA, RPLP2, FPR1, BDKRB2, ADRBK1, OPRD1 8 PLCB1, TXNDC4, ITPR1, CCNB1, LYN, CA8, PLCG2 9 F2RL3, HTR2A, ADRA1B, F2R, RGS2, HTR2A, GNAQ, F2RL2, CHRM3, PIK3CA, BDKRB2, TBXA2R, BDKRB1 10 GNB2L1, CNP, STAU1, CHGB, PSME1, SOCS7, DLST, ALDOA, SYK, SDC3, TUBB, TGM2, HD, MARK4, MAP4, MX1, TUBA1A, SOCS6, C7orf25, PLA2G7 11 HOMER1, STX12, CENTG1, RYR2, LOC653098, HOMER3, C1orf116, SHANK1, RYR1 12 CNR1, GNA15, CHRM2, ADRB2 13 DYNLL1, PIK3R1, NMI, TUBA2, PXN, TUBG1, NFKBIA, TUBA1B, YWHAQ 14 HRPT2, RIF1, GRM3 15 CALM3, GRM5, MYO6, KIAA1683, GRM7, LOC642393, C17orf44, CALM2 16 CALB2, TCP1, LTA, TUBA1, ZAP70 17 ADA, ADORA1 Additional analyses were preformed using an Agilent comparative genomic hybridization (CGH) array. The mGluR network genes are defined by both forward and reverse protein protein interactions using experimental data derived from a variety of experimental protocols including yeast 2 hybrid assays and mass spectrometry. The merged human interactome combines human interactions reported in IntAct, DTP, BIND and HPRD, in addition to papers by Rual et al. Nature 437, 1173-1178 (2005); Stelzl et al. Cell 122, 957-968 (2005); Ramani et al. Genome Biol. 2005; 6(5):R40. Epub 2005 Apr. 15; Venkatesan Nat. Methods 6, 83-90 (2009); and Yu et al. Nat. Methods 8, 478-480 (2011).

The original forward entries only considers GRM as the “source” of and gives other genes which are “targets” i.e. “GRM pp X” and “X pp Y” (where pp is protein protein interaction). Forward and reverse includes GRM as both the “source” and the “target” of a biological signal i.e. “GRM pp X”, “X pp GRM”, “X pp Y”, and “Y pp X”.

An Agilent comparative genomic hybridization (CGH) array with 173,997 genomic probes was created to capture the GRM gene network. Agilent SurePrint G3 Custom CGH Microarrays Custom 4x180K were used to assay 150 ADHD subjects. The protocol version was named “CGH_1100_Jul11” released Jul. 1, 2011. CNVs were called using Agilent Cytogenomics software. CNVs overlapping ADHD GRM network genes were extracted from the CNV calls. Many of these genes have already been listed in the tables above. 276 GRM network genes were listed previously based on forward interactions. We now have 868 GRM network genes. The previous CNV observation counts were based on Illumina 550k SNP microarray data. The data presented in Tables 20, 21 and 22 is based on Agilent CGH data.

CNVCall(hg19) Num Probes Length CN SampleID GRMNetworkGenes chr10: 54016076-54018132 8 2056 3 540043624 PRKG1 chr10: 54015519-54018132 10 2613 3 634992689 PRKG1 chr12: 14094648-14095317 4 669 3 634992689 GRIN2B chr19: 3153225-3154967 3 1742 3 634992689 GNA15 chr10: 53203699-53211914 28 8215 1 706896538 PRKG1 chr3: 7400107-7401986 7 1879 1 706896538 GRM7 chr15: 67868548-67869255 4 707 1 706896538 MAP2K5 chr15: 45318599-45323810 14 5211 1 777193129 SORD chr10: 54015852-54017933 8 2081 1 1386063997 PRKG1 chr3: 7400107-7401986 7 1879 1 1386063997 GRM7 chr11: 108012158-108019887 24 7729 3 1449077767 ACAT1 chr10: 54016509-54018132 7 1623 1 1758814067 PRKG1 chr5: 159349807-159351427 6 1620 1 1758814067 ADRA1B chrX: 66761119-153603660 3596 86842541 3 1758814067 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49057162 1965 43252033 3 1758814067 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 7201364-43706264 678 36504900 3 1758814067 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK chrX: 152800026-153601624 419 801598 3 1758814067 BCAP31 IRAK1 FLNA chrX: 113819324-147033026 1925 33213702 3 1758814067 HTR2C GRIA3 chrX: 152841848-153361084 198 519236 3 1758814067 BCAP31 IRAK1 chrX: 153581560-153597649 47 16089 3 1758814067 FLNA chr10: 54015852-54018132 9 2280 1 1875095658 PRKG1 chrX: 66761119-153580971 3530 86819852 1 1909944985 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49052017 1949 43246888 1 1909944985 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 70364402-113819143 95 43454741 1 1909944985 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C chrX: 7255863-43740570 634 36484707 1 1909944985 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK chrX: 113825958-151427216 2208 37601258 1 1909944985 HTR2C GRIA3 CNGA2 chrX: 43740963-49049852 30 5308889 1 1909944985 HDAC6 PQBP1 chrX: 153294925-153580753 193 285828 1 1909944985 FLNA chrX: 153582356-153603660 59 21304 1 1909944985 FLNA chr10: 54015852-54018132 9 2280 1 1909944985 PRKG1 chr21: 31136298-31138914 9 2616 1 2087655441 GRIK1 chr10: 54015852-54018132 9 2280 1 2087655441 PRKG1 chr4: 86705101-86707016 8 1915 1 2087655441 ARHGAP24 chr20: 8410187-8410935 3 748 1 2087655441 PLCB1 chr10: 54016076-54018132 8 2056 0 2263247074 PRKG1 chr10: 54016076-54018132 8 2056 3 2480284985 PRKG1 chr10: 53203699-53211914 28 8215 1 2506463349 PRKG1 chr19: 51196003-51197183 6 1180 1 2506463349 SHANK1 chr10: 54016076-54017933 7 1857 3 2745704925 PRKG1 chr1: 237961127-239798000 111 1836873 1 2783498413 RYR2 CHRM3 chr10: 53203699-53211736 27 8037 1 2783498413 PRKG1 chr13: 98103980-98107960 13 3980 1 2783498413 RAP2A chr14: 64886906-64887666 3 760 4 2783498413 MTHFD1 chr3: 7634038-7634315 3 277 4 2783498413 GRM7 chr1: 237800047-237800335 3 288 4 2783498413 RYR2 chr10: 54016076-54018451 9 2375 3 2788109451 PRKG1 chr13: 98103980-98107960 13 3980 1 3011405439 RAP2A chr15: 67868548-67869255 4 707 1 3011405439 MAP2K5 chr15: 45317893-45323810 17 5917 3 3011405439 SORD chr20: 10233322-10233792 3 470 3 3011405439 SNAP25 chr3: 7634038-7634315 3 277 3 3011405439 GRM7 chr14: 64886906-64887666 3 760 3 3011405439 MTHFD1 chr19: 3153225-3154967 3 1742 3 3011405439 GNA15 chr1: 237800047-237800335 3 288 3 3011405439 RYR2 chr10: 54016076-54018132 8 2056 1 3067349136 PRKG1 chr3: 7400107-7401986 7 1879 1 3067349136 GRM7 chr10: 54015852-54018132 9 2280 1 3362075486 PRKG1 chr3: 7400950-7401986 5 1036 1 3362075486 GRM7 chrX: 66761119-153603660 3595 86842541 3 3422467772 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49057162 1966 43252033 3 3422467772 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 7200554-43651291 526 36450737 3 3422467772 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK chrX: 115569223-147027070 1096 31457847 3 3422467772 GRIA3 chrX: 153361694-153601429 80 239735 3 3422467772 FLNA chr10: 54015519-54018451 11 2932 3 3422467772 PRKG1 chr1: 237800047-237800335 3 288 3 3422467772 RYR2 chr14: 73689858-73690133 3 275 3 3422467772 PSEN1 chrX: 66761119-153581425 3530 86820306 3 3517579824 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49057162 1963 43252033 3 3517579824 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 7249057-43702934 537 36453877 3 3517579824 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK chrX: 113819324-151394125 2162 37574801 3 3517579824 HTR2C GRIA3 CNGA2 chrX: 153582115-153603660 60 21545 3 3517579824 FLNA chr3: 7400950-7401986 5 1036 1 3699727928 GRM7 chr10: 54016076-54018132 8 2056 3 3699727928 PRKG1 chr10: 53203699-53211914 28 8215 1 3798219453 PRKG1 chr13: 98103980-98108313 14 4333 1 3798219453 RAP2A chrX: 66761119-153580971 3533 86819852 3 3798219453 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 66944242-113819143 107 46874901 3 3798219453 EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C chrX: 5805129-49057162 1965 43252033 3 3798219453 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 113848523-146991850 1723 33143327 3 3798219453 HTR2C GRIA3 chrX: 153582356-153603660 59 21304 3 3798219453 FLNA chr10: 54015852-54018132 9 2280 3 3798219453 PRKG1 chr14: 73689858-73690133 3 275 3 3798219453 PSEN1 chr14: 64886906-64887666 3 760 3 3798219453 MTHFD1 chr1: 237800047-237800335 3 288 3 3798219453 RYR2 chr13: 98103980-98108313 14 4333 1 3870877985 RAP2A chr10: 54015852-54017933 8 2081 1 3870877985 PRKG1 chr3: 171042118-171043337 3 1219 0 3912314851 TNIK chr12: 7348541-8089521 47 740980 3 3912314851 CD163 chr15: 67879375-67888404 29 9029 3 3912314851 MAP2K5 chr3: 7634038-7634315 3 277 3 3912314851 GRM7 chr1: 237800047-237800335 3 288 3 3912314851 RYR2 chr10: 54015852-54018132 9 2280 1 4094894821 PRKG1 chr13: 98103980-98108313 14 4333 1 4186136103 RAP2A chr10: 54015852-54017428 6 1576 3 4186136103 PRKG1 chrX: 66761119-153603660 3594 86842541 3 4312916573 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49057162 1963 43252033 3 4312916573 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 113819324-151381971 2136 37562647 3 4312916573 HTR2C GRIA3 CNGA2 chrX: 152800026-153601624 418 801598 3 4312916573 BCAP31 IRAK1 FLNA chrX: 152844142-153580971 217 736829 3 4312916573 BCAP31 IRAK1 FLNA chrX: 153581833-153597649 45 15816 3 4312916573 FLNA chr10: 54016076-54018132 8 2056 3 4312916573 PRKG1 chr10: 54016076-54018132 8 2056 0 4568504054 PRKG1 chr21: 31136298-31138914 9 2616 1 4568504054 GRIK1 chr13: 23970623-23971130 3 507 1 4879516384 SACS chr15: 67868782-67869255 3 473 0 5019244906 MAP2K5 chr21: 31136298-31138914 9 2616 1 5019244906 GRIK1 chr19: 51196003-51197569 8 1566 1 5019244906 SHANK1 chr10: 53203699-53211914 28 8215 1 5249007609 PRKG1 chr13: 98103980-98108313 14 4333 1 5249007609 RAP2A chr10: 54016076-54018132 8 2056 1 5249007609 PRKG1 chr6: 152390044-152392065 7 2021 1 5249007609 ESR1 chr3: 7400950-7401986 5 1036 1 5249007609 GRM7 chr12: 14094648-14094993 3 345 3 5249007609 GRIN2B chr14: 73689858-73690133 3 275 3 5249007609 PSEN1 chr1: 237800047-237800335 3 288 3 5249007609 RYR2 chr10: 54016076-54018132 8 2056 3 5504576456 PRKG1 chr10: 54015852-54018132 9 2280 3 6512183041 PRKG1 chr10: 54015852-54018132 9 2280 1 6631887946 PRKG1 chr12: 7348541-8089521 47 740980 3 6631887946 CD163 chrX: 66796137-66821227 73 25090 0 6815706198 AR chrX: 66761543-153603332 3588 86841789 1 6815706198 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49051018 1949 43245889 1 6815706198 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 7244669-43572092 236 36327423 1 6815706198 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK chrX: 151615620-153601624 438 1986004 1 6815706198 BCAP31 IRAK1 FLNA chrX: 113824488-122325013 906 8500525 1 6815706198 HTR2C GRIA3 chrX: 152844958-153298046 31 453088 1 6815706198 BCAP31 IRAK1 chrX: 146994463-151118845 123 4124382 1 6815706198 CNGA2 chrX: 153338815-153580971 82 242156 1 6815706198 FLNA chr5: 159349807-159351164 5 1357 1 6815706198 ADRA1B chr3: 47985150-47987833 7 2683 1 6874498376 MAP4 chr10: 54016076-54018132 8 2056 0 6916433107 PRKG1 chr11: 88253885-88257180 12 3295 1 6916433107 GRM5 chr3: 7400107-7401986 7 1879 1 6916433107 GRM7 chr10: 54016076-54017933 7 1857 1 7315108852 PRKG1 chr7: 126514925-126529917 17 14992 3 7315108852 GRM8 chr3: 171042118-171043337 3 1219 0 7318361083 TNIK chr15: 67878138-67888404 33 10266 3 7318361083 MAP2K5 chr12: 14094648-14094993 3 345 3 7322778785 GRIN2B chr15: 67878764-67888404 31 9640 3 7415787021 MAP2K5 chr10: 54015852-54017650 7 1798 3 7415787021 PRKG1 chr6: 150083379-150085073 4 1694 3 7415787021 PCMT1 chr1: 237800047-237800335 3 288 4 7415787021 RYR2 chr19: 51196003-51197390 7 1387 1 8115359545 SHANK1 chr10: 54016076-54018132 8 2056 3 8115359545 PRKG1 chr10: 54015852-54018132 9 2280 3 8344392353 PRKG1 chr10: 54016509-54018132 7 1623 1 8574874421 PRKG1 chr1: 237799565-237800335 4 770 3 8574874421 RYR2 chr7: 126514925-126523697 13 8772 3 8594759249 GRM8 chr15: 67868548-67869255 4 707 0 8783639811 MAP2K5 chrX: 66761543-153603660 3594 86842117 1 8783639811 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49051018 1949 43245889 1 8783639811 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 151571917-153603660 537 2031743 1 8783639811 BCAP31 IRAK1 FLNA chrX: 113820904-115588655 868 1767751 1 8783639811 HTR2C chrX: 66784200-66832422 151 48222 1 8783639811 AR chrX: 153317043-153580971 131 263928 1 8783639811 FLNA chr5: 53457886-53498009 98 40123 3 8783639811 ARL15 chr1: 237792067-237792654 3 587 3 8783639811 RYR2 chr1: 237800047-237800335 3 288 3 8783639811 RYR2 chr15: 67863370-67888404 73 25034 3 8894236501 MAP2K5 chr10: 54015852-54017650 7 1798 3 8894236501 PRKG1 chr5: 53569361-53570064 4 703 3 8894236501 ARL15 chr1: 237800047-237800335 3 288 3 8894236501 RYR2 chr3: 7634038-7634315 3 277 3 8894236501 GRM7 chrX: 66761119-153580971 3532 86819852 3 9023329892 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 66935629-113819143 133 46883514 3 9023329892 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C chrX: 5805129-49057162 1966 43252033 3 9023329892 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 115571479-146991276 975 31419797 3 9023329892 GRIA3 chrX: 153582356-153603660 58 21304 3 9023329892 FLNA chrX: 153362125-153580753 21 218628 3 9023329892 FLNA chr5: 78674209-78680667 15 6458 3 9023329892 HOMER1 chr10: 54015852-54018132 9 2280 3 9023329892 PRKG1 chr3: 7634038-7634315 3 277 4 9023329892 GRM7 chr3: 47985150-47987833 7 2683 1 9087812957 MAP4 chr20: 8410187-8410935 3 748 1 9087812957 PLCB1 chrX: 66761119-153580971 3533 86819852 3 9087812957 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 66935880-113819143 132 46883263 3 9087812957 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C chrX: 5805129-49057162 1966 43252033 3 9087812957 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 113885458-147025473 1719 33140015 3 9087812957 HTR2C GRIA3 chrX: 153581379-153603660 63 22281 3 9087812957 FLNA chrX: 153362125-153577703 11 215578 3 9087812957 FLNA chr12: 79617078-79619484 9 2406 3 9087812957 SYT1 chr3: 7390277-7390613 3 336 3 9087812957 GRM7 chr14: 64886906-64887666 3 760 3 9087812957 MTHFD1 chr1: 237800047-237800335 3 288 3 9087812957 RYR2 chrX: 66761119-153603660 3595 86842541 1 9195709287 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49053961 1955 43248832 1 9195709287 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 113828384-151119409 1898 37291025 1 9195709287 HTR2C GRIA3 CNGA2 chrX: 153581379-153601624 57 20245 1 9195709287 FLNA chr3: 7400107-7401986 7 1879 1 9195709287 GRM7 chr10: 54016076-54018132 8 2056 1 9233697867 PRKG1 chr3: 171042118-171043337 3 1219 1 9233697867 TNIK chr12: 14094648-14095317 4 669 3 9233697867 GRIN2B chr10: 54016076-54018132 8 2056 1 9255801185 PRKG1 chrX: 66761119-153598601 3583 86837482 1 9483766919 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49053961 1957 43248832 1 9483766919 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 70364402-113819143 95 43454741 1 9483766919 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C chrX: 7255096-43740570 636 36485474 1 9483766919 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK chrX: 113819324-147010211 1855 33190887 1 9483766919 HTR2C GRIA3 chrX: 153580374-153597649 51 17275 1 9483766919 FLNA chr10: 54015852-54018132 9 2280 1 9483766919 PRKG1 chrX: 153601574-153603660 7 2086 1 9483766919 FLNA chr15: 67868782-67869255 3 473 1 9483766919 MAP2K5 chr5: 53497673-53506897 27 9224 1 9494272713 ARL15 chr15: 67868548-67869255 4 707 1 9494272713 MAP2K5 chr3: 7634038-7634315 3 277 4 03C18188A GRM7 chr1: 237800047-237800335 3 288 4 03C18188A RYR2 chr3: 7401335-7401986 4 651 1 03C18198A GRM7 chr15: 67879136-67888404 30 9268 3 03C18198A MAP2K5 chr20: 8284793-8285347 4 554 3 03C18198A PLCB1 chr14: 73689858-73690133 3 275 3 03C18198A PSEN1 chr14: 64886906-64887666 3 760 3 03C18198A MTHFD1 chr13: 98103980-98108313 14 4333 1 03C18292A RAP2A chr10: 54015852-54017933 8 2081 1 03C18292A PRKG1 chr6: 152390044-152392065 7 2021 1 03C18292A ESR1 chr19: 51196003-51196458 4 455 1 03C18292A SHANK1 chr10: 54016076-54018132 8 2056 0 03C18293A PRKG1 chr13: 98103980-98108313 14 4333 1 03C18293A RAP2A chr8: 56797311-56800527 10 3216 1 03C18293A LYN chr1: 237800047-237800335 3 288 3 03C18293A RYR2 chr14: 73689858-73690133 3 275 4 03C18293A PSEN1 chrX: 122372904-122373436 3 532 0 03C18304A GRIA3 chr13: 98103980-98108313 14 4333 1 03C18304A RAP2A chr8: 56797726-56801075 11 3349 1 03C18304A LYN chr10: 54015852-54018132 9 2280 3 03C18304A PRKG1 chr6: 152390044-152392065 7 2021 0 03C18593A ESR1 chr10: 54016726-54018132 6 1406 1 03C18593A PRKG1 chr6: 88846690-88867529 65 20839 3 03C18593A CNR1 chr15: 67879136-67888404 30 9268 3 03C18593A MAP2K5 chr20: 8284793-8285347 4 554 3 03C18593A PLCB1 chr1: 237800047-237800335 3 288 3 03C18593A RYR2 chr1: 169699983-169700272 3 289 3 03C18593A SELE chr10: 54016076-54018132 8 2056 1 03C18601A PRKG1 chr6: 152390044-152392065 7 2021 1 03C18601A ESR1 chr6: 88846690-88867225 64 20535 3 03C18601A CNR1 chr20: 8284793-8285347 4 554 3 03C18601A PLCB1 chr7: 126514722-126534591 21 19869 3 03C20235A GRM8 chr10: 54016509-54018132 7 1623 1 03C20236A PRKG1 chr1: 237883563-237884209 3 646 0 03C202518 RYR2 chrX: 122476453-122477214 3 761 0 03C202518 GRIA3 chr1: 240026455-240028177 3 1722 0 03C202518 CHRM3 chr3: 47917471-47918280 2 809 0 03C202518 MAP4 chr3: 7578629-7580831 8 2202 1 03C202518 GRM7 chr9: 140881415-140882496 5 1081 1 03C202518 CACNA1B chr12: 79440378-79441073 3 695 1 03C202518 SYT1 chr5: 53400288-53400785 3 497 1 03C202518 ARL15 chr22: 22116258-22117111 3 853 1 03C202518 MAPK1 chr3: 7390277-7390613 3 336 4 03C21030A GRM7 chr1: 237800047-237800335 3 288 4 03C21030A RYR2 chr10: 54016076-54018132 8 2056 1 03C21031A PRKG1 chr15: 67879136-67888404 30 9268 3 03C21031A MAP2K5 chr20: 8284793-8285347 4 554 3 03C21031A PLCB1 chr12: 14094648-14094993 3 345 3 03C21031A GRIN2B chr1: 237800047-237800335 3 288 3 03C21031A RYR2 chr14: 96684129-96690516 19 6387 1 03C21050A BDKRB2 chr3: 47985150-47987833 7 2683 1 03C21050A MAP4 chr10: 54016726-54017933 5 1207 1 03C21050A PRKG1 chr7: 45674826-45676797 5 1971 3 03C21050A ADCY1 chr1: 237800047-237800335 3 288 3 03C21050A RYR2 chr12: 14094648-14094993 3 345 3 03C21050A GRIN2B chr14: 73689858-73690133 3 275 3 03C21050A PSEN1 chr14: 96684129-96690516 19 6387 1 03C21067A BDKRB2 chr10: 54016076-54017933 7 1857 1 03C21067A PRKG1 chr3: 7400950-7401986 5 1036 1 03C21067A GRM7 chr10: 54016076-54018451 9 2375 3 03C21638A PRKG1 chr10: 52927188-52928527 5 1339 3 03C22182A PRKG1 chr1: 237800047-237800335 3 288 4 03C22182A RYR2 chr5: 159349807-159351427 6 1620 1 03C23117 ADRA1B chr14: 73689858-73690133 3 275 3 03C23117 PSEN1 chr1: 237800047-237800335 3 288 3 03C23117 RYR2 chr10: 54015852-54017933 8 2081 3 03C23667A PRKG1 chr20: 8284793-8285347 4 554 3 03C23667A PLCB1 chr1: 237800047-237800335 3 288 3 03C23667A RYR2 chr1: 237800047-237800335 3 288 4 03C23695A RYR2 chr3: 7634038-7634315 3 277 4 03C23695A GRM7 chr20: 10233322-10233792 3 470 4 03C23695A SNAP25 chr10: 54016076-54018132 8 2056 0 03C23696A PRKG1 chr3: 7400107-7401986 7 1879 1 03C23696A GRM7 chr1: 237800047-237800335 3 288 4 03C23696A RYR2 chr22: 22179976-22216245 81 36269 1 04C23704A MAPK1 chr1: 237800047-237800335 3 288 4 04C23704A RYR2 chr11: 88635175-88664145 25 28970 1 04C24102A GRM5 chrX: 66761119-153581425 3533 86820306 3 04C24102A AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 66941941-113819143 113 46877202 3 04C24102A AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C chrX: 5805129-49057162 1965 43252033 3 04C24102A TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 113843040-147033557 1866 33190517 3 04C24102A HTR2C GRIA3 chrX: 43739511-49056654 55 5317143 3 04C24102A HDAC6 PQBP1 chrX: 153582356-153603660 59 21304 3 04C24102A FLNA chrX: 153361694-153577703 13 216009 3 04C24102A FLNA chr10: 54015852-54018132 9 2280 3 04C24102A PRKG1 chrX: 66761119-153584620 3537 86823501 1 04C24103A AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49051018 1945 43245889 1 04C24103A TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 7244669-43740265 662 36495596 1 04C24103A TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK chrX: 113819324-122325013 924 8505689 1 04C24103A HTR2C GRIA3 chrX: 153294925-153583648 203 288723 1 04C24103A FLNA chrX: 66784200-66813604 98 29404 1 04C24103A AR chrX: 153585928-153603660 49 17732 1 04C24103A FLNA chr9: 140783374-140785168 6 1794 1 04C24103A CACNA1B chr5: 159349807-159351164 5 1357 1 04C24103A ADRA1B chr3: 7205629-7227957 62 22328 1 04C24700 GRM7 chr4: 86705101-86707016 8 1915 1 04C24700 ARHGAP24 chr3: 7400950-7401986 5 1036 1 04C24700 GRM7 chr10: 54016509-54018132 7 1623 3 04C24700 PRKG1 chr20: 10233322-10233792 3 470 3 04C24700 SNAP25 chr3: 7634038-7634315 3 277 3 04C24700 GRM7 chr1: 237800047-237800335 3 288 3 04C24700 RYR2 chr3: 7400950-7401986 5 1036 0 04C25535A GRM7 chr10: 54015852-54017933 8 2081 1 04C25535A PRKG1 chr3: 7400950-7401986 5 1036 0 04C25539A GRM7 chr10: 54016076-54018132 8 2056 1 04C25539A PRKG1 chr20: 8284793-8285347 4 554 3 04C25539A PLCB1 chr1: 237800047-237800335 3 288 3 04C25539A RYR2 chr19: 45768317-45768929 3 612 3 04C25539A MARK4 chr3: 7401335-7401986 4 651 0 04C25727A GRM7 chr3: 7205629-7227957 62 22328 1 04C25727A GRM7 chr4: 86705101-86707016 8 1915 1 04C25727A ARHGAP24 chr3: 7634038-7634315 3 277 3 04C25727A GRM7 chr3: 7400950-7401986 5 1036 0 04C25776A GRM7 chr10: 54016076-54018132 8 2056 1 04C25776A PRKG1 chrX: 66761119-153603660 3595 86842541 3 04C25776A AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49057162 1966 43252033 3 04C25776A TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 7200554-43702934 670 36502380 3 04C25776A TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK chrX: 113849160-151475320 2229 37626160 3 04C25776A HTR2C GRIA3 CNGA2 chrX: 152800026-153601624 419 801598 3 04C25776A BCAP31 IRAK1 FLNA chrX: 152844142-153361493 193 517351 3 04C25776A BCAP31 IRAK1 chrX: 153584976-153597649 37 12673 3 04C25776A FLNA chr10: 54016076-54018132 8 2056 0 04C25781A PRKG1 chrX: 66761119-153598601 3581 86837482 1 04C25781A AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49052017 1950 43246888 1 04C25781A TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 70364402-113819143 94 43454741 1 04C25781A GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C chrX: 152800026-153597649 409 797623 1 04C25781A BCAP31 IRAK1 FLNA chrX: 152844958-153576946 200 731988 1 04C25781A BCAP31 IRAK1 FLNA chrX: 113819324-122431297 1244 8611973 1 04C25781A HTR2C GRIA3 chrX: 147004748-151570873 661 4566125 1 04C25781A CNGA2 chrX: 66785040-66937048 358 152008 1 04C25781A AR chr3: 7400107-7401986 7 1879 1 04C25781A GRM7 chrX: 153601574-153603660 7 2086 1 04C25781A FLNA chr5: 159349807-159351164 5 1357 1 04C25781A ADRA1B chrX: 122350880-122351648 4 768 1 04C25781A GRIA3 chr10: 54015852-54017933 8 2081 3 04C27115 PRKG1 chr10: 54015852-54018132 9 2280 3 04C29842 PRKG1 chr1: 237800047-237800335 3 288 3 04C29842 RYR2 chr20: 8284793-8285347 4 554 3 04C30025 PLCB1 chr19: 3153225-3154967 3 1742 3 04C30025 GNA15 chr1: 169699983-169700272 3 289 3 04C30025 SELE chr1: 237800047-237800335 3 288 3 04C30025 RYR2 chr10: 54016076-54018132 8 2056 0 04C31454 PRKG1 chr3: 7400950-7401986 5 1036 0 04C31454 GRM7 chr3: 7400950-7401986 5 1036 1 04C33421A GRM7 chr15: 67868782-67869255 3 473 1 04C33421A MAP2K5 chr5: 78674209-78681761 16 7552 3 04C33421A HOMER1 chr20: 8832925-8833223 3 298 3 04C33421A PLCB1 chr1: 237800047-237800335 3 288 4 04C33421A RYR2 chr3: 7634038-7634315 3 277 4 04C33421A GRM7 chr10: 54016076-54018132 8 2056 0 04C34109A PRKG1 chr13: 98103980-98108313 14 4333 1 04C34109A RAP2A chr5: 78674209-78680667 15 6458 3 04C34109A HOMER1 chr1: 237800047-237800335 3 288 4 04C34109A RYR2 chr3: 7634038-7634315 3 277 4 04C34109A GRM7 chr5: 159349807-159351164 5 1357 1 04C34647 ADRA1B chr20: 10233322-10233792 3 470 3 04C34647 SNAP25 chr1: 237800047-237800335 3 288 3 04C34647 RYR2 chr5: 78674209-78680667 15 6458 3 04C34670A HOMER1 chr3: 7634038-7634315 3 277 4 04C34670A GRM7 chr1: 237800047-237800335 3 288 4 04C34670A RYR2 chr10: 54015852-54018132 9 2280 3 04C34687A PRKG1 chr1: 237800047-237800335 3 288 3 04C34687A RYR2 chr21: 31077464-31078899 6 1435 1 04C35100A GRIK1 chr20: 8284793-8285347 4 554 3 04C35100A PLCB1 chr20: 8476391-8477382 4 991 3 04C35100A PLCB1 chr1: 237800047-237800335 3 288 3 04C35100A RYR2 chr10: 53203699-53211914 28 8215 1 04C35139 PRKG1 chr10: 54016076-54017933 7 1857 1 04C35139 PRKG1 chr10: 54016076-54018132 8 2056 1 04C35147 PRKG1 chrX: 122372904-122373436 3 532 0 04C35397A GRIA3 chr10: 54015852-54017428 6 1576 3 04C35397A PRKG1 chr20: 10233322-10233792 3 470 3 04C35397A SNAP25 chr1: 237800047-237800335 3 288 3 04C35397A RYR2 chr3: 7390277-7390613 3 336 3 04C35397A GRM7 chr14: 73689858-73690133 3 275 4 04C35397A PSEN1 chr11: 67046852-67054810 28 7958 1 04C35733A ADRBK1 chr13: 23992587-23999573 24 6986 1 04C35733A SACS chr10: 112835849-112841123 16 5274 1 04C35733A ADRA2A chr3: 48028424-48058083 56 29659 3 04C35733A MAP4 chr6: 152152611-152156721 13 4110 3 04C35733A ESR1 chr6: 152196877-152198173 6 1296 3 04C35733A ESR1 chr19: 51193847-51194583 4 736 3 04C35733A SHANK1 chr1: 237800047-237800335 3 288 4 04C35733A RYR2 chr10: 112836168-112838471 8 2303 1 04C36096A ADRA2A chr15: 45318916-45323810 13 4894 3 04C36096A SORD chr19: 45767849-45768929 5 1080 3 04C36096A MARK4 chr1: 237800047-237800335 3 288 3 04C36096A RYR2 chr10: 54016076-54018132 8 2056 0 04C36504A PRKG1 chr13: 98103980-98108313 14 4333 1 04C36504A RAP2A chr10: 112836168-112838471 8 2303 1 04C36504A ADRA2A chr3: 7401335-7401986 4 651 1 04C36504A GRM7 chr1: 237800047-237800335 3 288 3 04C36504A RYR2 chr10: 54015852-54018132 9 2280 3 04C37450 PRKG1 chr12: 14094648-14094993 3 345 3 04C37450 GRIN2B chr10: 54016076-54018132 8 2056 0 04C37686A PRKG1 chr20: 8410187-8410935 3 748 1 04C37686A PLCB1 chr1: 237800047-237800335 3 288 3 04C37686A RYR2 chr20: 8832925-8833223 3 298 3 04C37703A PLCB1 chr14: 73689858-73690133 3 275 3 04C37703A PSEN1 chr1: 237800047-237800335 3 288 3 04C37703A RYR2 chrX: 122372591-122373436 4 845 0 04C37866 GRIA3 chr3: 7401335-7401986 4 651 1 04C37866 GRM7 chrX: 66761119-153361962 3509 86600843 3 04C37866 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 chrX: 5805129-49057162 1964 43252033 3 04C37866 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chr10: 54015852-54017428 6 1576 3 04C37866 PRKG1 chr20: 8284793-8285347 4 554 3 04C37866 PLCB1 chr20: 8832925-8833223 3 298 3 04C37866 PLCB1 chr1: 237800047-237800335 3 288 3 04C37866 RYR2 chr13: 98103980-98108313 14 4333 1 04C38210A RAP2A chr10: 54015852-54019607 14 3755 1 04C38210A PRKG1 chr10: 54016076-54018132 8 2056 1 04C38472A PRKG1 chr3: 7400107-7401986 7 1879 1 04C38472A GRM7 chr6: 152390044-152392065 7 2021 1 04C38472A ESR1 chr15: 67868548-67869255 4 707 1 04C38472A MAP2K5 chr1: 237800047-237800335 3 288 4 04C38496A RYR2 chr3: 7390277-7390613 3 336 4 04C38496A GRM7 chr3: 7634038-7634315 3 277 4 04C38496A GRM7 chr1: 237800047-237800335 3 288 4 04C38497A RYR2 chr3: 7634038-7634315 3 277 4 04C38497A GRM7 chr11: 67046852-67054810 28 7958 1 05C38718 ADRBK1 chr10: 112835849-112841123 16 5274 1 05C38718 ADRA2A chr10: 54017100-54018132 5 1032 1 05C38718 PRKG1 chr6: 152154091-152156521 7 2430 3 05C38718 ESR1 chr15: 67879375-67880467 5 1092 3 05C38718 MAP2K5 chr20: 8832925-8833223 3 298 3 05C38718 PLCB1 chr1: 237800047-237800335 3 288 3 05C38718 RYR2 chr3: 7400107-7401986 7 1879 1 05C39206 GRM7 chr3: 7400107-7401986 7 1879 1 05C39207 GRM7 chr20: 8284793-8285347 4 554 3 05C39207 PLCB1 chr14: 73689858-73690133 3 275 3 05C39207 PSEN1 chr3: 7634038-7634315 3 277 3 05C39207 GRM7 chr1: 237800047-237800335 3 288 3 05C39207 RYR2 chr15: 67868548-67869255 4 707 0 05C39293 MAP2K5 chr10: 54016076-54018132 8 2056 0 05C39303 PRKG1 chr6: 152389170-152392065 11 2895 1 05C39303 ESR1 chr5: 78674209-78682669 17 8460 3 05C39303 HOMER1 chr12: 79617078-79619484 9 2406 3 05C39303 SYT1 chr1: 237800047-237800335 3 288 3 05C39303 RYR2 chr11: 67046852-67054006 25 7154 1 05C39753A ADRBK1 chr1: 237800047-237800335 3 288 3 05C39753A RYR2 chr5: 78678983-78680667 3 1684 4 05C39753A HOMER1 chr3: 7634038-7634315 3 277 4 05C39753A GRM7 chr10: 54015852-54018132 9 2280 0 05C40121 PRKG1 chrX: 122372591-122373436 4 845 0 05C40121 GRIA3 chr4: 158246480-158288169 127 41689 1 05C40121 GRIA2 chr11: 88422009-88445927 85 23918 1 05C40121 GRM5 chr1: 239882350-239901631 63 19281 1 05C40121 CHRM3 chr13: 47415498-47430157 47 14659 1 05C40121 HTR2A chr4: 86705101-86714668 32 9567 1 05C40121 ARHGAP24 chr4: 158214305-158222060 30 7755 1 05C40121 GRIA2 chrX: 122361879-122369973 29 8094 1 05C40121 GRIA3 chr7: 126150890-126158673 27 7783 1 05C40121 GRM8 chr13: 47466827-48655019 20 1188192 1 05C40121 HTR2A chr12: 79800156-79805320 16 5164 1 05C40121 SYT1 chr5: 78674209-78680667 15 6458 1 05C40121 HOMER1 chr12: 79748574-79751065 9 2491 1 05C40121 SYT1 chr1: 237210290-237211943 8 1653 1 05C40121 RYR2 chr1: 237917997-237919027 7 1030 1 05C40121 RYR2 chr19: 3152363-3154967 6 2604 1 05C40121 GNA15 chr6: 146759565-150131412 125 3371847 3 05C40121 PCMT1 chr3: 48064539-48128750 93 64211 3 05C40121 MAP4 chr8: 56791171-56820593 66 29422 3 05C40121 LYN chr11: 108001419-108018579 43 17160 3 05C40121 ACAT1 chr8: 56848498-56860495 30 11997 3 05C40121 LYN chr1: 237465780-237476925 27 11145 3 05C40121 RYR2 chr12: 79698309-79707403 20 9094 3 05C40121 SYT1 chr7: 45611468-45616912 15 5444 3 05C40121 ADCY1 chr14: 73647557-73654465 9 6908 3 05C40121 PSEN1 chr1: 237657230-237998101 963 340871 3 05C42621A RYR2 chr10: 54016076-54018132 8 2056 3 05C42733 PRKG1 chr3: 7400107-7401986 7 1879 1 05C42734 GRM7 chr15: 67868548-67869255 4 707 1 05C42734 MAP2K5 chr15: 67878584-67888404 32 9820 3 05C42734 MAP2K5 chr6: 152390044-152394474 15 4430 3 05C42734 ESR1 chr10: 54016076-54017933 7 1857 3 05C42734 PRKG1 chr1: 237800047-237800335 3 288 3 05C42734 RYR2 chr20: 8476391-8477382 4 991 3 05C43931 PLCB1 chr3: 7634038-7634315 3 277 3 05C43931 GRM7 chr3: 7390277-7390613 3 336 3 05C43931 GRM7 chr10: 54016076-54017933 7 1857 3 05C44090A PRKG1 chr10: 54016509-54018132 7 1623 1 05C44389 PRKG1 chr15: 67868548-67869255 4 707 1 05C44389 MAP2K5 chr5: 78674209-78680667 15 6458 3 05C44389 HOMER1 chr12: 79617078-79618980 7 1902 3 05C44389 SYT1 chr1: 237800047-237800335 3 288 4 05C44389 RYR2 chr5: 159349807-159351427 6 1620 1 05C44390 ADRA1B chr10: 54015852-54018132 9 2280 3 05C44390 PRKG1 chr13: 98103980-98107960 13 3980 1 05C45522 RAP2A chr5: 78674209-78680667 15 6458 3 05C45522 HOMER1 chr12: 13835447-13836832 5 1385 3 05C45522 GRIN2B chr1: 237800047-237800335 3 288 3 05C45522 RYR2 chr3: 7634038-7634315 3 277 3 05C45522 GRM7 chr11: 88614158-88719775 109 105617 1 05C45572 GRM5 chr11: 88614158-88719775 109 105617 1 05C46062 GRM5 chr3: 7400107-7401986 7 1879 1 05C46062 GRM7 chr11: 88614158-88719775 109 105617 1 05C46063 GRM5 chr10: 54015852-54018132 9 2280 1 05C46063 PRKG1 chr6: 152390044-152392065 7 2021 1 05C46063 ESR1 chr3: 7400107-7401986 7 1879 1 05C46063 GRM7 chr3: 47985150-47987833 7 2683 1 05C46596A MAP4 chr5: 78674209-78682669 17 8460 3 05C46672 HOMER1 chr20: 8832925-8833223 3 298 4 05C46672 PLCB1 chr3: 7390277-7390613 3 336 4 05C46672 GRM7 chr1: 237800047-237800335 3 288 4 05C46672 RYR2 chr11: 88637835-88662604 21 24769 1 05C46673 GRM5 chr10: 54015852-54018132 9 2280 3 05C46673 PRKG1 chr1: 237800047-237800335 3 288 4 05C46673 RYR2 chr19: 51196003-51196458 4 455 1 05C46991 SHANK1 chrX: 66761119-153603660 3596 86842541 3 05C46991 AR EFNB1 DLG3 GJB1 PHKA1 PGK1 TSPAN6 BTK IRS4 HTR2C GRIA3 CNGA2 BCAP31 IRAK1 FLNA chrX: 5805129-49053394 1955 43248265 3 05C46991 TMSB4X PPEF1 PHKA2 CNKSR2 SAT1 XK HDAC6 PQBP1 chrX: 113825397-151361733 2056 37536336 3 05C46991 HTR2C GRIA3 CNGA2 chrX: 152800026-153602907 423 802881 3 05C46991 BCAP31 IRAK1 FLNA chrX: 152844718-153361493 191 516775 3 05C46991 BCAP31 IRAK1 chrX: 66785892-66873353 229 87461 3 05C46991 AR chrX: 153584976-153597649 37 12673 3 05C46991 FLNA chrX: 113816265-113819143 11 2878 3 05C46991 HTR2C chr10: 54015852-54017933 8 2081 1 05C47048 PRKG1 chr9: 140783374-140785168 6 1794 1 05C47049 CACNA1B chr10: 54016076-54018132 8 2056 1 05C47086 PRKG1 chr3: 47985150-47987833 7 2683 1 05C47086 MAP4

TABLE 20 CNV regions are listed by location and affected genes. CN refers to copy number state (1 deletion; 2 normal wt; 3 duplication). Count Samples Count Samples Gene Deletion Duplication ACAT1 0 2 ADCY1 0 2 ADRA1B 7 0 ADRA2A 4 0 ADRBK1 3 0 ARHGAP24 4 0 ARL15 2 2 BCAP31 12 19 BDKRB2 2 0 BTK 10 15 CACNA1B 3 0 CHRM3 3 0 CNR1 0 2 EFNB1 7 15 FLNA 21 28 GNA15 1 3 GRIK1 4 0 GRM5 7 0 GRM7 30 24 GRM8 1 3 HOMER1 1 9 HTR2A 2 0 HTR2C 17 24 LYN 2 2 MAP4 6 2 MAPK1 2 0 MARK4 0 2 MTHFD1 0 5 PCMT1 0 2 PHKA1 10 15 PHKA2 11 15 PLCB1 3 17 PSEN1 0 11 RAP2A 13 0 RYR2 4 54 SACS 2 0 SELE 0 2 SHANK1 5 1 SORD 1 2 TNIK 3 0 AR 11 15 CD163 0 2 CNGA2 11 15 CNKSR2 11 15 DLG3 7 15 ESR1 7 4 GJB1 10 15 GRIA2 2 0 GRIA3 20 21 GRIN2B 0 8 HDAC6 8 12 IRAK1 12 19 IRS4 10 15 MAP2K5 11 9 PGK1 10 15 PPEF1 11 15 PQBP1 8 12 PRKG1 53 34 SAT1 11 15 SNAP25 0 5 SYT1 3 4 TMSB4X 11 15 TSPAN6 10 15 XK 11 15 Table 21 shows 64 network genes which are enriched for CNVs and lists number of case subjects per CNV. These genes provide new targets for the design of therapeutics useful for the treatment and diagnosis of ADHD. Several additional genes were identified using the Agilent system and are listed below.

Forward Only Gene Querying 2 degrees protein-protein interaction with GRM genes based on Cytoscape Human Interactome (As reported in Elia J, Glessner J T, et al. (2011) Genome-wide copy number variation study associates metabotropic glutamate receptor gene networks with attention deficit hyperactivity disorder. Nat Genet. 44, 78-84) are: GRM1; GRM2; GRM3; GRM4; GRM5; GRM6; GRM7; GRM8; TUBB; ITPR1; GAPDH; ADORA1; ADRBK1; GNA15; GNAQ; RGS12; RIF1; TNIK; HRPT2; FLNA; CALM2; HOMER1; CALM3; CALM1; GNAO1; TUBA1B; TUBA1A; PICK1; TUBA1; TUBA2; ADA; MC4R; RPLP2; ADRA2A; SRC; BDKRB2; ARRB1; SNCA; FPR1; OPRD1; PDE6G; IQGAP2; ADD2; PDE1C; PYGM; PHKG2; GLP2R; PTHR2; VIPR1; PHKA1; GLP1R; GRB7; ADD1; PDE1B; PYGL; PHKA2; SCTR; PHKB; CRHR1; ADCY1; KIAA1683; C17orf44; MYO6; LOC642393; DCN; ITGB1; GRB2; DRD3; FURIN; ARRB2; CDC42; RHOA; SELE; DRD2; HSP90AB1; VHL; GRIK1; F3; MTNR1A; GRIK3; ARHGAP24; ITGB7; TJP1; PSEN1; RALA; GP1BA; SHBG; TLR10; MTNR1B; ARL15; PCDHA4; RAB2; PSMD11; CAMK4; HBXIP; ACTB; PAFAH1B3; CAMK2B; BTBD2; G6PD; PGM1; PRDX1; CHP; CAMK1; EGFR; TK1; TXN; APP; RPA2; SLC2A1; LAMA4; SERPINB9; TPI1; QRICH2; S100A6; CNR1; CHRM2; ADRB2; GNAI1; ADRA2C; F2R; RGS2; HTR2A; TBXA2R; PIK3CA; BDKRB1; F2RL3; HTR2C; CHRM3; ADRAIB; BTK; F2RL2; TXNDC4; CA8; CCNB1; PLCB1; LYN; PLCG2; NPY2R; GNAI2; GNAI3; PLCB3; CACNAlB; IL8RB; MAPT; CALB2; LTA; FYN; TCP1; ZAP70; MYC; NMI; SIAH1; YWHAQ; PXN; TUBG1; DYNLLl; SDC3; SOCS6; SYK; SOCS7; MARK4; CNP; STAUl; PLA2G7; LOC653098; RYR2; SHANKI; STX12; CENTG1; Clorf116; GRIA1; HOMER3; GRM1; RYR1; APTX; AQP1; SACS; SLC6A3; LRP2BP; EFNB1; PRLHR; ACCN1; PRKCA; UBQLN4; ACCN2; ATXN7L3; ERBB2; CIC; BTG2; NFKBIA; PIK3R1; RAP2A; PSMC1; ANXA2; NANS; IMPDH2; SEPT4; RPN2; NUDC; MGC11082; MAPK1; TMEM4; UCHL1; PSMA1; SNRPB2; PSMD6; SET; COPB2; ACTR2; FKBP3; ACAT1; TBCA; PRPSAP1; PCMT1; MRPL14; EIF3S3; CMPK; PSMD13; NARG1; PCID1; RRM1; TRMT112; CACYBP; TYMS; GSN; SORD; SARS; PSMD1; KIAA0090; TRAF2; LRRC59; DISCi; PPP2R1A; STRAP; RANBP1; PSAT1; BCAP31; SETD4; GOT1; MTHFD1; NCK1; PCBP3; MRPS16; TXNL2; SF3B14; PPIH; ACP1; TEAD3; TFAM; DHCR7; ACAT2; DSTN; PCBP1; PRMT1; FSCN1; GPR26; HNRPA3; RPS14; RUVBL2; ECHS1; CYCS; PDCD5; RCC1; RCC2; LYAR; GNB2L1; HD; MX1; DLST; CHGB; ALDOA; PSME1; C7orf25; MAP4; and TGM2.

Reciprocal Gene Querying 2 degrees protein-protein interaction with GRM genes based on Cytoscape Human Interactome (forward/reverse) are: GRM1; GRM2; GRM3; GRM4; GRM5; GRM6; GRM7; GRM8; TUBB; ITPR1; GAPDH; ADORA1; ADRBK1; GNA15; GNAQ; RGS12; RIF1; TNIK; HRPT2; FLNA; CALM2; HOMER1; CALM3; CALM1; GNAO1; TUBA1B; TUBA1A; PICK1; TUBA1; TUBA2; PRKCA; HOMER2; PDCD8; C9orf25; SDCBP; PPM1A; PRKCZ; TUBA8; ACAT1; ACAT2; ACCN1; ACCN2; ACP1; ACTA1; ACTB; ADA; ADCY1; ADD1; ADD2; ADD3; ADRAIB; ADRA2A; ADRA2C; ADRB2; AKT1; ALDOA; ANXA2; APLP2; APP; AQP1; RHOA; ARRB1; ARRB2; ATP2B1; ATP2B2; BCL2; BDKRB1; BDKRB2; BTK; CA8; CACNAlB; CALB2; CAMK4; CAMK2B; CASP3; CASR; CBL; CCNB1; CD5; CD9; CDC42; CFTR; CHAT; RCC1; CHGB; CHRM2; CHRM3; CNP; CNR1; CREM; CRHR1; CSNK2B; DBN1; DCN; DDX5; DHCR7; DLST; DNM1; DRD2; DRD3; DVL2; ECHS1; EEF1D; EEF2; EFNB1; EFNB2; EGFR; ERBB2; EWSR1; F2R; F2RL2; F3; FKBP3; FPR1; FYN; G6PD; GABRR1; GFAP; GFPT1; GJA1; GJB1; GLP1R; GMFB; GNAI1; GNAI2; GNAI3; GOT1; GP1BA; GPM6A; PRLHR; GRB2; GRB7; GRIA1; GRIA2; GRIA3; GRIA4; GRIK1; GRIK3; GRIN2A; GRIN2B; GSK3A; GSK3B; GSN; HD; HLA-A; HMGB1; HMGN1; HMGN2; PRMT1; HES1; HSPA1A; HSP90AB1; HTR2A; HTR2C; IKBKB; IL5RA; IL8RB; IMPDH2; INSR; IRS1; ITGB1; ITGB2; ITGB7; ITPKA; ITPKB; KCNE1; KIT; KRT10; KRT18; LAMA4; LCK; LMNA; LMNB1; LTA; LYN; MARCKS; MAP4; MAPT; MBP; MC4R; MGMT; MSN; MTHFD1; MTNR1A; MTNR1B; MX1; MYC; MYO6; MYOD1; NCF1C; NCK1; NCL; NFATC1; NFKBIA; NOS1; NPY2R; NRGN; OPRD1; PA2G4; FURIN; PAFAH1B3; PRDX1; PAM; PCBP1; PCMT1; PDE1C; PDE6D; PDE6G; PDE1B; PFKFB2; PGM1; PHKA1; PHKA2; PHKB; PHKG2; SERPINB9; PIK3CA; PIK3R1; PLCB3; PLCG2; PLD1; SEPT4; PPP2R1A; PPP3CA; PRKCD; PRKG1; MAPK1; PRPSAP1; PSEN1; PSMA1; PSMC1; PSMD1; PSMD11; PSMD13; PSME1; PTGIR; PTHR2; PTPN6; PTPN11; PTPN12; PTPRJ; PXN; PYGL; PYGM; RAB2; RAB5A; RAF1; RALA; RANBP1; RAP2A; RELA; RGS2; RGS7; RHO; RPA2; RPL10; RPLP2; RPN2; RPS14; RRAD; RRM1; RYR1; RYR2; S100A6; SARS; SCTR; SDC1; SDC2; SDC4; SELE; SET; SHBG; SHC1; SIAH1; SLC1A1; SLC2A1; SLC6A3; SLC6A9; SNAP25; SNCA; FSCN1; SNRPB2; SORD; SOX4; SPAG1; SPP1; SRC; STAUl; STX4; STXBP1; SYK; TBCA; TBXA2R; TCP1; TEAD3; TFAM; TGM2; TJP1; TK1; TNNI3; TNNT2; TOP2A; TP53; TPI1; TRAF2; TRPC3; TUBG1; TXN; TYMS; UCHL1; VCL; VHL; VIL2; VIPR1; VTN; YWHAB; ZAP70; BTG2; PLA2G7; DGKZ; DGKD; CAMK1; STC2; DYNLLl; EIF3S3; PEA15; EDF1; SNAP23; F2RL3; NMI; PDCD5; PSCD2; COPB2; SOCS6; CD163; GLP2R; HAND1; HOMER3; SDC3; PSMD6; SETDB1; ACTR2; BCAP31; RGS19; TMEM4; GNB2L1; PPIH; PCID1; TXNL2; HBXIP; NUDC; IQGAP2; RUVBL2; YWHAQ; CENTA1; DSTN; STRAP; CHP; HABP4; KIAA0090; TXNDC4; CIC; PLCB1; WWC1; POLA2; STX12; SACS; HSPB8; CACYBP; DISCi; WDR91; PSAT1; SOCS7; DRD1IP; F11R; SHANKI; MRPS16; TRMT112; SF3B14; CMPK; PCBP3; SETD4; NANS; CYCS; ARL15; APTX; LRRC59; TRPV6; IXL; BTBD2; LYAR; LRP2BP; RCC2; PCDHA4; UBQLN4; ATXN7L3; COROiB; MARK4; MRPL14; C7orf25; Clorf116; NARG1; KIAA1683; TSC22D4; TLR10; ARHGAP24; QRICH2; C4orf14; MGC11082; PPP1R14A; CENTG1; GPR26; HNRPA3; C17orf44; LOC642393; LOC653098; GNAZ; EPB41L2; DRD1; GNAS; P2RY1; AKAP12; CCR5; PRKACA; CAPN2; PIK3CG; FSHR; CAV1; GIT2; MAPK3; AGTR1; GIT1; RCVRN; PDCL; PRKCG; PDC; FREQ; CCR4; PRKCB1; KRAS; CSNK2A1; KCNQ2; DLG3; MYO9B; PHKG1; ASCL2; ADCY8; HMMR; PIK3C3; SNTA1; GRIN1; LYST; CALD1; MYO10; MYOG; GRK4; PDE1A; FER; MIP; KCNN2; GAP43; CALCR; AKAP5; RALB; IQGAP1; YWHAE; ADCYAP1R1; CLTB; STRN4; CAMKK2; MYF6; REL; CABIN1; TRPV4; LTF; PPEF1; CNGA2; CSNK2A2; OBSCN; ESR2; FAS; RGS10; KCNQ3; OPRM1; RIT2; MYLK; MYF5; KCNN4; TRPV1; KCNQ5; CCNE1; NEUROD1; CNN1; HSP90AA1; CAMKK1; RGS4; GRK1; PPEF2; MYO7A; TNNI2; ESRRG; RAB3B; TCF3; ESR1; SYT1; PCP4; CCND1; PTPRA; PLCD1; STRN; CAMK2G; TCF4; TTN; DLG1; PCNT; IQCB1; LOC340357; AKAP9; TCF1; PPYR1; RIOK3; GH1; HLA-C; IKBKE; CAMK2A; CACNAlC; EIF1B; DIRAS2; SH2B3; ITGB5; AR; SMAD3; FBLIM1; BRCA2; NPHP1; KIF3A; MAP2K4; FLNB; PTMAP7; TRIO; MAP3K3; TNIP2; KCNJ2; CMIP; RACi; MAP3K7IP2; MAP3K7; MYOT; YWHAG; TNFRSFlB; PSEN2; SMAD5; MAPK14; IKBKG; SUMO4; ATN1; BPGM; TBK1; PDIA2; RIPK2; PRKC1; TRAF1; HTATIP; LOC400604; MYOC; PGK1; MCC; PLD2; ATXN1; FLJ41278; LOC154092; LTB4R; TTC1; CNR2; OPRK1; IL8RA; HRH4; PTPRU; NGB; GPSM2; RGS5; RIC8A; TSHR; SCN8A; KLHL3; EDG8; RGS16; FFAR2; NUCB1; RGS14; EDG3; GALR2; RIC8B; HTR6; TUB; HTR2B; SLC9A3R1; EDG5; FFAR1; KDR; AKAP13; RGS18; PLCB2; RGS13; KIAA1549; Clorfl28; KCNH2; HSPA4; TOMM20; LOC285147; ANXA6; GC; AHCYL1; EPB41L1; STARD13; CABP1; TRPC4; BANK1; ITPR3; MRVI1; CDCl₂; ARHGAP1; FKBP1A; DVL1; DVL3; LXN; CTNNB1; SGOL2; SGOL1; POLB; KCNE4; SEMG2; TRIM29; ARHGEF; ADCY5; PPARA; XK; AFAP1; AVPR1A; GABRR2; DLG4; GNA12; STXBP3; OGG1; ANXA7; TIAM1; SDPR; PDLIM7; TEP1; TERT; HAND2; SEMG1; CISH; YWHAZ; ITGB4; C1QBP; PDPK1; CASP8; FRS2; PAWR; FEZ2; NFATC2; IRS4; PRG2; FEZ1; JAK1; CASP6; DAPK3; SQSTMl; MAP2K5; MAP2K1; PARD6A; FADD; PARD6B; CASP7; TRAF6; PARD6G; GRB14; IRAK1; IL4R; NF2; ULK1; RNF11; EPHB2; IGSF4; NFASC; SDCBP2; TGFA; B4GALT1; VAV1; MAP1A; PLK1; RAB8B; RACGAP1; ENO2; MAP1LC3A; VDAC1; HDAC6; C4orf17; RTN4; SIRT2; RBM23; S100A8; ACTN2; RPL12; TAOK2; BRCA1; CKAP1; MAGED1; C5orf25; PFDN4; TBCE; HSPH1; DPYSL2; EPB41; NCALD; BCAR1; LGALS2; TM4SF1; RELB; MAP3K7IP1; MAP3K8; NFKB2; RIPK1; TANK; NFKBIE; CHUK; PFDN5; TRADD; TNFRSF1A; NFKB1B; PAFAH1B1; ARL3; C20orf24; MLF2; TNFRSF14; BRF2; PTP4A3; HSPA1B; PELO; ABI3; TANC1; DNM3; TRPC1; GFI1B; FXN; COIL; ARF1; LOC147004; GFI1; ATXN7; ARF3; ATXN3; USP7; SNAP91; PTP4A1; NCOR2; MYT1L; CLU; HARS; ANK2; DST; SPTBN1; PPP1R13B; CNKSR2; LOC100133669; TRIM2; LOC613126; SRGAP3; PDE4DIP; PSMA2; PSMD2; COX17; HLA-DQA2; STX5; CPE; CHD3; DDIT4; SELENBP1; CKMT2; HMOX2; FXR1; MLLT3; KLHL20; TRBV21-1; NP; MAD2L1BP; MNAT1; SPG7; RPL37A; HMP19; BMI1; SAT1; AKR1C3; UBE2V2; PFDN1; ETHE1; GSTM4; ATP1B1; ITGB3BP; BRMS1; PSG9; VIM; WDR62; ANKRD24; BOC; HSPB1; LOC339290; NHP2L1; PFN1; RIT1; HSPB3; KIAA1377; CETN3; RHOH; HSPBP1; RAB27A; KLK10; CRADD; ATF3; PIAS4; HSPE1; PSPC1; NRBP1; Clorf42; NACA; BRD7; TSPAN6; PQBP1; MRPS6; SMPD3; SMN2; CCDC106; PABPC4; CBX1; RBM5; MRPS12; ZNF24; POLR3F; DEFB1; RFC5; LOC93444; TDGF1; PREI3; RNF10; TMSB4X; MPHOSPH6; PLEKHA4; SULTIE1; POLR2C; CDKN2C; DNMT2; PAEP; SNURF; PTPRS; RASSF1; ARL8B; CRIPT; MAP6; MAP3K10; TTK; BMPR2; SYT9; TTBK1; TBCD; RABACI; FLJ31945; and C20orf20.

Example IV

Biological effects of a GRM5 CNV (deletion) identified in a family of ADHD patients carrying a large deletion in one copy of their GRM5 genes, was examined in PBMC derived cell lines transformed by Epstein-Barr virus (EBV). It is reported in the literature that PBMC cells express both mGluR1 and mGluR5 and the mGluRs may play a role in T cell activation. We first examined expression of mGluR5 in EBV transformed cell lines derived from healthy subjects by qRT-PCR and flow cytometry. The results confirmed the expression of mGluR5. We then compared four cell lines derived from the ADHD family with four control cell lines by quantitative analysis of fluorescent signal in flow cytometry. The ratio of fluorescence value between the mGluR5 Ab staining and the control Ab staining was calculated. The mean ratio of the ADHD group was 4.6 (0.4), whereas the mean of the control was 7.3 (1.7). The difference is statistically significant (t-test, p=0.024), representing about 36% reduction of mGluR5 expression in the deleted cases. This result provides the first evidence that this CNV in GRM5 gene results in reduction of mGuR5 expression.

The following materials and methods are provided to facilitate the practice of Example IV. qRT-PCR. TaqMan probe and primers were purchased from Applied Biosystems (Cat #Hs00168275-m1). Real-time PCR was performed in 384 well plates by using 7900HTreal-time PCR system (Applied Biosystems). Templates were cDNA synthesized from total RNA and random primer by using the RT cDNA synthesis kit (Applied Biosystems, Cat #4374867). RNA was isolated from the cells cultured in RPMI 1640 media containing 10% FBS.

Flow cytometry. Cells were fixed with paraformaldehyde and stained with specific mGuR5 monoclonal antibody (R&D, Cat #MAB4514) or isotype matched control antibody (R&D, Cat #MAB002) followed by phycoerythrin-conjugated anti-mouse antibody. Stained cells were analyzed by using BD FACS Calibur flow cytometer.

Results

Cells of each subject were divided into three samples. One of them was used as background control with staining, and two of them were stained by mGluR5 Ab and control Ab, respectively. The mean fluorescence of cells stained with mGluR5 Ab and control Ab for each subject is listed in Table A. Ratio of the mGuR Ab staining and control Ab staining was calculated and presented in Table 1 too. The mean ratio of the ADHD group was 4.6 (0.4), whereas the mean of the control was 7.3 (1.7). The difference is statistically significant (t-test, p=0.024), representing about 36% reduction of mGuR5 expression.

These data show that biological consequences of CNVs in the various gene targets provided herein can be experimentally determined and verified in biological systems thereby facilitating the identification and characterization of beneficial therapeutic agents which can for example restore the biological activity that is lost as a result of these deletions.

TABLE A Results of flow cytometry analysis of PBMC derived cell lines Fluorescence Subject mGluR5 Ab Control Ab Ratio ADHD-1 52.8 11.3 4.7 ADHD-2 50.8 11.2 4.5 ADHD-3 79.8 15.4 5.2 ADHD-4 56.5 13.3 4.2 Control-1 120 19.3 6.2 Control-2 92 13.3 6.9 Control-3 56.7 9.01 6.3 Control-4 116 11.7 9.9

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While certain of the preferred embodiments of the present invention have been described and specifically exemplified above, it is not intended that the invention be limited to such embodiments. It will be apparent to one skilled in the art that various changes and modifications can be made therein without departing from the scope of the present invention, as set forth in the following claims. 

1.-46. (canceled)
 47. A method of treating attention deficit hyperactivity disorder (ADHD) in a subject comprising administering an effective amount of a member of the piracetam family of nootropic agents, or a pharmaceutically acceptable acid addition salt or solvate thereof, to a subject with ADHD.
 48. The method of claim 47, wherein the subject has a copy number variation (CNV) in RANBP1.
 49. The method of claim 48, wherein the CNV is a duplication.
 50. The method of claim 48, wherein the CNV is a deletion.
 51. The method of claim 48, wherein the CNV is determined by detecting the presence of one or more single nucleotide polymorphisms (SNPs) between kgp15081773 and kgp240898.
 52. The method of claim 48, wherein the CNV is determined by detecting the presence of a single nucleotide polymorphism (SNP) on chromosome 22 between 18485023-18494706.
 53. The method of claim 48, wherein the CNV is determined by detecting the presence of single nucleotide polymorphism (SNP) rs2238798.
 54. The method of claim 47, wherein the member of the piracetam family of nootropic agents is (+)-5-oxo-D-prolinepiperidinamide, or a pharmaceutically acceptable acid addition salt or solvate thereof.
 55. The method of claim 47, wherein the member of the piracetam family of nootropic agents is (+)-5-oxo-D-prolinepiperidinamide monohydrate. 